Search Text

Connections Admin

Dust

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Integrations Settings

Prelude

Recruiting & ATS

Scheduling

Prelude

Integrations Settings

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Messages Configuration

Prelude

Recruiting & ATS

Scheduling

Prelude

Messages Configuration

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

Recruiting & ATS

Scheduling

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Create New Permission

Unkey

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Unkey

Create New Permission

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Rate Limites Settings

Unkey

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Unkey

Rate Limites Settings

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Manage Role And Permissions

Unkey

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Unkey

Manage Role And Permissions

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Create Company Workspace

Unkey

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Unkey

Create Company Workspace

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

API Management

Identity & Access Management (IAM)

Developer Experience

Developer Tools

Authentication

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Lead Generation

Web Analytics

Product v Solutions v Resources v Security HA B2B Saas Dust for B2B SaaS The Al solution trusted by leading SaaS innovators. Say goodbye to scattered info, manual busywork, and buried insights. Get started Talk to sales Pricing Signin Contact sales | "Dust is the most impactful software we've adopted since building Clay." Everett Berry Head of GTM Engineering at Clay clay What 1f your teams focused on growth? Deploy agents that research information, share insights across teams, and automate routine tasks—handling all the time-consuming work that slows you down. Your teams focus on growing your business while leveraging everything your organization has already built. Trusted by 2,000+ organizations @clay Case study > Transform how you work CURSOR @ Payrit Case study > @ GitGuardian €> SPENDESK Automate busywork that slows you down Stop wasting hours on research, data entry, and repetitive tasks. Deploy Al that works your way—understanding your processes, terminology, and decision-making patterns Build your intelligence engine Transform scattered conversations, documents, and insights across all departments into a unified knowledge base that gets smarter with every interaction Scale your best people instantly New team members gain immediate access to the expertise and methodologies that typically take years to develop, with Al agents that work exactly how your Dust in action Qo @SalesEngage Can you help me engage our point of contact with Acme Inc. 3} @SalesEngage Including file, Searching the web Assistant thoughts Should examine the Salesforce data first to understand the prospect's context and history. organization works GTM operations & sales enablement i | 360° account intelligence Generate snapshots of your customers leveraging product usage, support tickets, and previous interactions Automated follow-ups Automate follow-ups and CRM updates using meeting transcripts and cross-team insights automatically | Prospect questions Generate responses using your complete knowledge base—technical docs, competitive intel, customer stories D Revenue intelligence Extract insights from interactions to surface sales, support, and product feedback Marketing operations Content localization at scale Maintain brand voice and technical accuracy across markets using tailored agents | | Market intelligence Monitor trends and competitors leveraging external sources and real customer conversations A Content optimization Create content using authentic customer language from sales calls and brand guidelines @ Connection Management + Add Connections Intercom IN] Notion Engineering operations 4 Al-Powered code debugging Provide context beyond your codebase - recent changes, customer impact - to debug faster i | Automated code reviews Tie your internal guidelines to automate code reviews and maintain standards Incident response Troubleshoot issues, automate communications, and dig deep into your context for your post-mortems | Continuous doc generation Keep user and API docs up-to-date from code changes automatically 20% 50% Increase Faster mevenue Extract insights from interactions to surface sales, support, and product feedback eee e@ Acme Corp. a 3 _ Charlie @Localization Translate in German Translation 0 @Localization © Acme in motion @ Acme in Bewegung. ow Brand Guideline Customer experience | Al ticket deflection & routing Rapidly resolve L1 cases, route complex issues, and ensure SLA compliance | | Accelerated case resolution Pre-draft responses using company context - internal docs, similar tickets, recent changes A Knowledge base automation Convert tickets into help articles referencing actual customer conversations and decisions | Support insights Analyze customer interactions to surface insights, optimize documentation, and improve CSAT Request { @engHelp Ask me anything [ send ] eo PR #10711 #debug 90% Reduction in productivity gains for Sales teams customer support resolution time in content localization time See Dust in motion won Dust ” roductivity Using the Dust Chrome Extension Dust is the most impactful software we've adopted since building Clay." Everett Berry @ clay Head of GTM Engineering at Clay Customer stories Leading enterprises are already transforming their operations with Dust. < > DUST | P™SF | @ watersnea How Vanta’s GTM team saves How Persona Hit 80% AI Agent How Watershed got 90% of its thousands of hours annually... Adoption with Dust team to leverage Dust agents Vanta's GTM team saves thousands of hours As Persona scaled, engineers were drowning Watershed is an enterprise sustainability annually with Dust's Al agents—transforming in questions, sales reps in RFPs, and platform used by companies like Airbnb, workflows through domain expertise and... solutions engineers in internal document... Carlyle Group, FedEx, Visa, and Dr. Martens... Just use Dust Contact Sales OMPANY ONNEC Product Dust vs ChatGPT Enterprise About Us Slack Community Terms & Policies Chrome Extension Dust vs Gemini Enterprise Jobs x Privacy Policy Pricing Dust vs Glean Brand resources LinkedIn Trust Center Security Dust vs Langdock Support YouTube Vulnerability Disclosure Dust vs n8n Become a Partner Dust vs Notion Al Developer Platform Dust for Engineers Platform Documentation Github Repo

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

DEST Product v Pricing About us Our mission is to transform how work gets done ce coir ad you help me ul the Sign in Chat with. We're crafting the Al operating system for the enterprise We're building Dust to serve as the operating svstem tor A driven comnanies Like Windows provided universal Ul primitives that made primitives that make enterprise workflows more intelligent. Our intrastructure connects models to company data connecting them to how work actually happens. When we're done, work won't be the same Our operating principles our operating principles are pnilosopnical razors tnat we use dally Mo have amhition and moro antimictio Whon udro dond mark want ho tha camo Think DOn bat China we act as one team. nign-trust, nign-energy, low-ego. we build serous tnings winout taking ourselves too serously. These principles guide our decisions and actions. If they resonate with you, we'd love to hear from you. I recall thinking of the name dust while driving and hearina Product Chrome Extension Pricing Security Developer Platform Dust for Engineers Platform Documentation Nicole Kreider Angel anaillar in c 1 Gianna Gard @ Fau-David Ambra Zh in o Rémy Frenc itware Enair Thihault Martin in o Aubin Tchoi „Kovil in o auriane Paour in o Zoid Morou leandrele ino in o • Bachelor in o Elia Kemp T Flavien David lulac Rolves xandre Pinc duct Desig Victor Pery Côme Lucien- Chricton Schermesse Ilias Bettahi Support Enginee Solution Enginee R Nic siegl in o Sarah Breen in o Nicolas Chino blou Gaelle Caplie !.!! Frateh Dhillo Diarra Milliott Alayandr Fahien Colie ER Christophe Jow 2 1 Marsherita in o Built for enterprise, backed by experts We're backed by investors who've built and scaled enterprise infrastructure. Our investors include leading venture firms and founders who understand what it takes to transform how companies onerate Konctantino Rubic Nat Friedman Race Eukin ietro Bezz ther Conna Venture livior Dar cha dies Gorintin alien Chaumor Igor Babuschkin COMPARE Dust vs ChatGPT Enterprise Dust vs Gemini Enterprise Dust vs Glean Rrand recourer CONNECT Slack Community Terms & Policies Privacy Policy Linkedin Truet Contr YouTube Become a Partner

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Product v Solutions Resources v Security Pricing Sign in Contact sales + Back to Blog System Prompt Learning: The feedback loop your agents are missing Fabien Celier - January 15, 2026 Use Learn Improve Andrej Karpathy recently highlighted something important about the future of A1 systems: "system prompt learning" matters more than fine-tuning for many applications. If you've built a successful agent at your company, you already know this, you're just doing it manually. At Dust, we're seeing thousands of pieces of feedback made to agents every month: +1/-1 votes, comments, suggestions for improvement. And this is only what we can monitor on the platform. Most feedback happens outside Dust entirely: in Slack threads, team meetings, or quiet frustration when an agent misses the mark. The missing piece isn't smarter models. It's closing the feedback loop between what your agents learn from usage and how they're configured. Your best agents need babysitters Here's what the manual improvement cycle looks like for most teams: Week 1: You deploy an agent. Your team starts using it. Early results look promising. Week 2: Feedback trickles in. A few -1 votes. Someone complains in Slack that "it didn't find the right document." Another person notes it's too verbose. Week 3: You, the builder, aggregate the feedback. You tweak the instructions. Maybe adjust which data sources it searches. Update its tone guidelines. Week 4: You redeploy. Monitor again. Repeat. The hidden cost? Your most valuable agents require constant maintenance. The builder becomes the bottleneck between feedback and improvement. At scale, this doesn't work: you can't personally monitor and update dozens of agents based on hundreds of daily conversations. Why fine-tuning won't save you The obvious solution seems to be fine-tuning: let the model learn from successful interactions, right? But fine-tuning enterprise agents has three fatal flaws: The scoring problem: How do you definitively score an agentic conversation as "good" or "bad"? A +1 vote doesn't tell you which of the 12 tool calls or 3 reasoning steps deserves credit. A -1 doesn't reveal which specific instruction was wrong. The knowledge acquisition problem: Even if you could score trajectories perfectly, one conversation about "don't use data from table X this way" won't reliably transfer knowledge to future conversations. The model needs thousands of examples for each edge case. The scale problem: You can't fine-tune a frontier LLM for each company's specific agent behaviors. The cost, complexity, and maintenance overhead make this approach impractical. But here's the insight that changes everything: Agents aren't just the model, they're defined by their instructions, tools, and contextual knowledge. This opens a different path: instead of teaching the model, teach the agent's configuration. Instead of fine-tuning, focus on instruction learning. The data you're already sitting on Every conversation your agents have generates improvement data: • Conversation transcripts: Patterns showing where agents succeed and fail • Quantitative feedback: +1/-1 votes revealing what works • Qualitative feedback: Comments explaining specific issues • Usage patterns: Which tools get used, which instructions get followed or ignored Your agents are generating their own improvement roadmap. The question is whether you have time to read it. When you close this feedback loop automatically, three types of improvements become possible: 1. Instruction updates An agent notices it's getting -1 votes when users ask about Q4 financial data because it does not provide up-to-date data. It suggests adding to its instructions: "Always check the latest quarter available in the database before responding to financial questions." 2. Tool modifications After 100 conversations, the agent realizes that among all the places it searches, 95% of the time the result comes from Confluence for engineering questions. It suggests: "Prioritize Confluence as the primary knowledge source for engineering documentation." 3. Contextual learning Through 15 conversations, an agent learns that when people say "the new CRM," they're referring to the HubSpot migration happening in March. It suggests adding this context to avoid confusion. Suggestion-driven, not autopilot The default mode keeps humans in control: The agent analyzes recent conversations (daily or weekly) • It generates edit suggestions with clear reasoning You review: apply the suggestion, modify it, or ignore it Every change creates an audit trail of how your agent evolved • The vision: agents that improve at the speed of usage, not the speed of manual maintenance. Imagine your customer support agent handles 200 conversations in its first week. By week two, it's suggesting instruction tweaks based on the 15 most common confusion patterns it detected. By month two, it's refined its tools and context to handle 90% of queries perfectly, with you reviewing and approving each evolution step. What's coming We're building this capability into Dust agents, starting with agents that have enough conversation data to generate meaningful insights. The focus isn't replacing agent builders: it's making them more productive. Instead of manually reading through hundreds of conversations to spot improvement patterns, you review concrete suggestions backed by data. Interested in early access? We're looking for teams with high-volume agents to join the beta as we refine this capability. If your agents handle dozens of conversations daily and you're currently doing manual improvement cycles, we'd love to work with you. The feedback loop is there. It's time to close it. TABLE OF CONTENTS Your best agents need babysitters Why fine-tuning won't save you The data you're already sitting on Suggestion-driven, not autopilot What's coming PRODUCT Product Chrome Extension Pricing Security DEVELOPERS Developer Platform Dust for Engineers Platform Documentation Github Repo COMPARE Dust vs ChatGPT Enterprise Dust vs Gemini Enterprise Dust vs Glean Dust vs Langdock Dust vs n8n Dust vs Notion A1 COMPANY About Us Jobs Brand resources Support Become a Partner CONNECT Slack Community x LinkedIn YouTube LEGAL Terms & Policies Privacy Policy Trust Center Vulnerability Disclosure

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

DOST Product v solutions y Pricing Sign in Blog Learn more dool bust, get product upddles, A dyers dest practices ana more Produc Top Glean alternatives for Al- powered enterprise search (2026) Top Glean alternatives in 2026 What is enterorise search? enterprise searen Is Al-powereu software that helps employees find information across all company systems. It searches through. Read full article Noin Al Agents don't need to be Boxes and Lines As companies rush to ship "Al agent building" products, we're seeing a tamiliar intertace pattern emerge: visual workflow canvases with System Prompt Learning: The feedback loop your agents are missing Andrei Karnathv recentlv highlighted sometning Tine-tuning tor many... From the Maker's Schedule to the Hive: Engineering at the Speed of Al Coding agents keep getting stronger. First you run one on your branch. Inen you want two ir parallel, so vou add a second checkout. Thenl T Build vs 4 Run Build vs Run Build vs Run and zero-sumness: a simple Tramework to reason about now to scale teams post artificial intelligence abundance. Will Al annihilate al... 2025 Dust 2025 Wrapped: 80,000 Agents, 12 Million Conversations tana omer wild stals. One product manager edited 560 Al agents ir alone. Across Dust this year, something transformatonal nappeлed... LEST wakan vovember 28, 2U25 The complete guide to implementing Al Agents: lessons from Wakam, leading European insurer • Key results: - 70% employee adoption and lso deployea Al agents witnin ‹ montns or launch - 50% reduction in legal contract analvsis time - Dramatic. < 1 2 .. 7 > DUST Product Chrome Extensic Pricing Security Dust vs ChatGPT Enterpris Dust vs Gemini Enterpris Dust vs Glean Dust vs Langdock Dust vs n8r DEVELOPERS Developer Platforr Dust for Engineers Platform Documentation Github Repo Dust vs Notion Al Mentions: Collaborate better, togetner When we started building Dust, we saw a tuture here's what we learned from watching how teams actually use bust. tne.. voice mode 003. Hilar Why Dust incorporated voice mode In is Agent Management Flatorm When we started seeing customers ask about voice capabilties—Tirst a tew scattered requests, then a steady pattern—we knew we Produc Build vs Buy AI Agents November 11, 2U2s Build vs. buy Al agents: What 1,000+ enterprise deployments taught us aboul te real costs When it comes to Al agents, every leadership team eventually Taces ine same question should we build this ourselves or buv a platform? It's a familiar debate.... 2025 Dust Product Update Recap The Al world moved fast in 2025, but the Dust team moved taster. we started zuzo witn a vision: a shared space where teams across vour l Product Update 19 Hi there. We've shioned sianifican improvements to Dust this month. Your agents now work autonomously with Triggers and butter user vadility lets you see. 0 0 = Entroducing Tries November 10, 2025 Introducing Triggers: Your agents, working while you sleep What if vour Al adents didn't wait to be asked' Today, we're introducing Triggers: turns Dust 1-12 of 84 Brand resource Suppon Become a Partner CONNEC Linkedin YouTube Terms & Policies Privacy Policy Trust Center Vulnerability Disclosure

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Product v Solutions v Resources v Security Pricing PF + The Best Gemini Enterprise Alternative for Multi- Model AI Agents Deploy Al agents that work everywhere your teams do—not just inside Google's ecosystem & Start Free Trial Book a Demo Trusted by 2,000+ organizations Case study > CURSOR @ Payrit Back Market Doctolib BLueGROUND @clay Case study > Case study > malt vanta Case study > Case study > Case study > @ Photoroom @ pennylane Qonto Case study > Case study > Case study > hem The Key Differences + Slack, Teams, Chrome, Excel, Zendesk Custom agents trapped in separate interface XX Locked to Gemini models only Google Suite + M365 only, missing critical tools Agent accessibility v ED Model flexibility v Gemini, Mistral— Automation v No-code triggers, webhooks, orchestration XX Python ADK required for automation How Dust Compares to Gemini Enterprise eer Custom agent accessibility Call custom agents from Slack, Teams, Chrome, Excel, Zendesk Multi-model support Anthropic, Gemini, Mistral—switch as needed No-code automation Triggers, webhooks, conditional workflows without coding GitHub, Notion, HubSpot connectors Native integrations for developer and sales tools Zendesk, Snowflake, Gong connectors Support, data warehouse, and sales intelligence tools Multi-agent orchestration Parallel, sequential, conditional logic across agents Team collaboration Active sharing, @mentions, collaborative agent building SOC 2 Type II certified Enterprise-grade security and compliance Google Workspace native Deep integration with Gmail, Docs, Sheets, Slides Vertex Al integration Native Google Cloud Al platform integration v x v x v x v x v x v - ) v v v v x v Sign in Contact sales Why teams switch from Gemini Enterprise to Dust a Deploy agents everywhere teams work Custom agents accessible from Slack, Teams, Chrome, Excel, Zendesk—not trapped in a separate interface. Gemini's custom agents can't be called from Gmail or Slack. True no-code automation Build triggers, webhooks, conditional workflows, and multi-agent orchestration without coding. Gemini requires Python ADK for anything beyond basic patterns. 20+ Integrations +, Never get locked into one model Choose OpenAl GPT-4, Anthropic Claude, Google Gemini, or Mistral for each task. Switch as better models launch. Gemini locks you into Google models only. @® ay Built for team collaboration Active sharing, @mentions, team workspaces, collaborative agent building. Gemini focuses on individual productivity with limited read-only sharing. Why teams choose Dust 4 Al model providers Frequently Asked Questions ls Dust a drop-in replacement for Gemini Enterprise? Can Dust agents be called from Google Workspace like Gemini? Does Dust support multi-agent orchestration? What if we're 100% Google Workspace? How does Dust's pricing compare to Gemini Enterprise? What security certifications does Dust have? Why are customers leaving Gemini Enterprise for Dust? Can | try Dust before committing? Connect your entire tech stack 20+ integrations including GitHub, Notion, HubSpot, Zendesk, Snowflake, Gong. Gemini is limited to Google Suite + M365 basics—missing critical tools. Proven reliability at scale 2,000+ organizations trust Dust. Clay calls it "most impactful software." Gemini customers report reliability issues—one Google AE admitted "the product just doesn't work." 2,000+ Organizations Ready to Deploy Al Agents Everywhere Your Teams Work? Join 2,000+ organizations using Dust—without vendor lock-in or coding requirements a Start Free Trial Book a Demo 14-day free trial. Cancel anytime. No credit card required. PRODUCT COMPARE COMPANY CONNECT LEGAL Product Dust vs ChatGPT Enterprise About Us Slack Community Terms & Policies Chrome Extension Dust vs Gemini Enterprise Jobs x Privacy Policy Pricing Dust vs Glean Brand resources Linkedin Trust Center Security Dust vs Langdock Support YouTube Vulnerability Disclosure Chrome Extension Pricing Security DEVELOPERS, Developer Platform Dust for Engineers Platform Documentation Github Repo Dust vs Gemini Enterprise Dust vs Glean Dust vs Langdock Dust vs n8n Dust vs Notion Al Jobs Brand resources Support Become a Partner x Linkedin YouTube Privacy Policy Trust Center Vulnerability Disclosure

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Teas Sign in Contact sales CURSOR 6) Photoroom Product v Solutions v Resources v Security Pricing Ihe Operating System Deploy, orchestrate, and govern fleets of specialized Al agents that work alongside your team, safely connected to your company's knowledge and tools. 14-day free trial. Cancel anytime. Trusted by 2,000+ organizations *2°alan Back Market & @clay Case study > Case study > Case study > Doctolib malt @ Payeit Case study > Case study > Case study > Case study > @ pennylane Qonto Case study > Case study > What agent will you use or create today? @clay “Dust is the most impactful software we've adopted since building Clay” Qonto 70% time reduction in localization Sales Marketing > Create account snapshots from past > Write on-brand content in minutes. interactions and CRM data. > Create consistent launch messaging. > Generate targeted outreach using call > Translate while maintaining brand voice. transcripts and insights. > Extract actionable insights from > Answer prospect questions and RFPs 7 feedback. with product and competitor insights. > Analyze calls to improve pitch delivery and objection handling. Learn more Learn more Like OS primitives #malt 50% reduction in ticket resolution time Customer Support > Connect agents to knowledge base for instant responses. > Identify product improvements from ticket patterns. > Auto-create FAQs from resolved tickets. | > Auto-route tickets based on queries and expertise. Learn more — oe ws ews we we we wns eg we we for Al to connect your team’s knowledge and workflows. 2 & Team orchestration Context-aware infrastructure Connect agents to your company data and break down silos. Build and manage teams of specialized agents that collaborate with humans. New Agent « Instructions \ Universal access layer Seamlessly integrate with your existing tools and systems. Create Al Agents in seconds Instructions. Tre that your wal flow ane Benn Knowledge & Toots Connect all your data easily and securely Bring your company knowledge together from Slack, Google Drive, Notion, Confluence, GitHub and more. Your data stays private and secure. 1B Advanced reasoning 7 Ol 4 Knowledge Search) Work amplified (@ Data analysis ) Create Al Agents in seconds Build powerful Al agents without code. Connect them to your company data, customize their capabilities, and deploy them in minutes. @Dustagent @ Salesforce Go beyond search and chat Dust agents can use multiple tools to solve complex problems: semantic search, data analysis, web navigation, and more - all in one workspace. Dust is your future-proof Al platform: we are model-agnostic and let GS you connect all your existing systems. Security & compliance Data privacy Your data stays your data—never used for model training. Encryption at rest and in transit by default. Access control Fine-grained permissions with Spaces, SSO/SCIM support, and role-based controls for sensitive information. Driving Al ROI together “Dust is the most impactful software we've adopted since building Clay. It delivers immediate value while continuously getting smarter and more valuable over time" Everett Berry Head of GTM Engineering at... "It became evident that Dust could serve as a knowledgeable buddy for all staff, enhancing productivity whether you're newly onboarded or a veteran team member." Boris Lipiainen Chief Product and Technology... KK Kyriba Just use Dust Start Free Trial Contact Sales md @ aS Compliance SOC 2 Type II certified. GDPR compliant. Enables HIPAA compliance. Enterprise audit logs and data residency options. "We asked ourselves for years: what if your team had 20% more time? Dust has made it possible, empowering our employees to work smarter, innovate, and push boundaries." Matthieu Birach Chief People Officer at Doctolib Doctolib PRODUCT Product Chrome Extension Pricing Security DEVELOPERS Developer Platform Dust for Engineers Platform Documentation Github Repo COMPARE Dust vs ChatGPT Enterprise Dust vs Gemini Enterprise Dust vs Glean Dust vs Langdock Dust vs n8n Dust vs Notion Al COMPANY About Us Jobs Brand resources Support Become a Partner SALES CONNECT Slack Community x Linkedin YouTube LEGAL Terms & Policies Privacy Policy Trust Center Vulnerability Disclosure

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

[= Fr Product v Solutions v Resources v Security Pricing Sign in Build your team of AL agents Dust empowers teams to create agents that actually understand your company context, fully customized to match how you actually work. Deploy everything from simple workflows to complex enterprise integrations. Q Try Dust Now Contact Sales @ Chat ®@ Spaces +] Today Analyzing Q1 Campaign Performance Hey Jane! Creating Social Media Guidelines. eee Yesterday ; Brand Voice Workshop Notes rhe me Ger Newsletter A/B Test Results » ES o Customer Success Story Draft Last week Product Launch Messaging Content Calendar Review Se nal Marketing Strategy 2025. Most popular A Company Shared @ Personal All Competitor Analysis Report PR Campaign Brainstorm. salesintel 4 copyPro campaignAnalyst Sarah Chen Marcus Rodriguez Emma Thompson Event Marketing Timeline. Expert at analyzing sales data and. Crafts compelling marketing copy a Delivers data-driven campaign insig Global Brand Guidelines. @ clientWhisperer @ fa codeReviewer SEO Strategy Updates... Alex Morgan Nina Zaho Raj Kumar ‘Analyzes customer interactions to p. Streamlines customer onboarding. Provides detailed code analysis and. docMaster gpt4 complianceGuard Thomas Wright Michael Bennett Generates and maintains OpenAl's GPT 41 model (1M context) Ensures adherence to regulatory re. Trusted by 2,000+ organizations Market eLuEcRouNo @clay CURSOR Doctolib Case study > Case study > Case study > Case study > malt @ Payrit Photoroom @ pennylane Qonto Case study > Case study > Case study > Case study > Case study > Tailor Al agents to your team needs Anyone on your team can create personalized agents. Give your agents the context they actually need @: Adapt instructions to your needs, with pre-built templates. Empower agents with specialized tools for data extraction, transformations, or (ase) advanced operations. L |) Speaks your team's language iid Connect Notion, Slack, GitHub, external websites in minutes. Your agents ib Companies know what your team knows, accessing everything via APIs. fin Asana_Project im Bitoucker Repo Be Asana_Project iis Bitoucket_Repo Use the best models. © Switch when better ones arrive. sonnet Choose OpenAl, Anthropic, Gemini, Mistral, or any cutting-edge model to ensure your agents stay smartest. We believe in options. i+] Gemini-pro id Mistral Analytics Share with your team, collect are feedback Conversations Messages ©1435 Empower tinkerers to build agents for their teams and get continuous feedback to iterate on them. Extend your capabilities Sometimes you need to build something specific. We get it. Code your own tools and integrations without breaking everything else. Build custom connections v Create custom integrations with your existing tools and APIs. | ee U 4 v | | | Build custom integrations a po Build custom agentic tools a hi BB Hubspot_Companies Access from your tools a Bw Asana_Project Bitbucket_Repo Add to workflows a Built with enterprise-grade security We've made security our core focus from day one. SOC 2, HIPAA, GDPR, all the acronyms your security team loves. Ship fast without getting blocked by compliance. » @G Marketing Your data stays where you want it v > Brand Guidelines Control data selection and hosting location within rigorous security parameters. > @O Market research » Planning and Strategy Select trusted models only a > (© Board meeting reviews » © Budget Maintain rigorous access control “ >» Strategy 2024 > Future Growth >» {4M Camnaians Driving Al ROI Together "Dust is the most impactful software we've adopted since building Clay. It delivers immediate value while continuously getting smarter and more valuable over time" Everett Berry Head of GTM Engineering at Clay What agent will you use or create today? <> @clay Qonto #malt “Dust is the most impactful software 70% 50% we've adopted since building Clay” reduction in ticket resolution time time reduction in localization Sales Marketing Customer Support > Create account snapshots from past interactions and CRM data. > Generate targeted outreach using call transcripts and insights. > Answer prospect questions and RFPs > Write on-brand content in minutes. > Create consistent launch messaging. > Translate while maintaining brand voice. > Extract actionable insights from > Connect agents to knowledge base for instant responses. > Identify product improvements from ticket patterns. > Auto-create FAQs from resolved tickets. ith product and competitor insights. feedback. with itor insights. > Auto-route tickets based on queries and > Analyze calls to improve pitch delivery expertise. and objection handling. Learn more Learn more Learn more Start Free Trial Contact Sales PRODUCT COMPARE COMPANY CONNECT LEGAL Product Dust vs ChatGPT Enterprise About Us Slack Community Terms & Policies Chrome Extension Dust vs Gemini Enterprise Jobs x Privacy Policy Pricing Dust vs Glean Brand resources Linkedin Trust Center Security Dust vs Langdock Support. YouTube Vulnerability Disclosure Dust vs n8n Become a Partner DEVELOPERS Dust vs Notion Al Developer Platform Dust for Engineers Platform Documentation Github Repo

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

DOST Product y Solutions y security Pricing Dust Plattorm For Developers Push the boundaries by building custom actions and integrations to fit your team's exact needs. sign in Request POST/v1/w/:workspace_id/apps/:app_id/runs - "Authorization: Bearer sk-..." \ -h "content-lype: application/]son" \ Dust APT: Interate Dust across your tools Access Dust's capabilities through a developer API to manage agents and data sources programmatically. Use Dust on vour terms and on the product surraces oT you can. MCP: Integrate custom tools into Dust agents Custom Wehhooks: Connect agents to your worktlow seamlessiv connect vour own and externa tools to Dust agents using MCP servers. Customize agent capabilities, manage autnentication, and control access-all through a flexible integration framework. Bulld webhook endpoints to trigger agents from any external system. Receive events from GitHub, Jira, Slack, or your own services with tull company context Push further with custom code Developer triendly plattorm designed to build custom actions and application orchestration to tit vour team's exact needs see our documentation Hubspot_ Companie bulla custom agentic tools Develop advanced or agentic capabilities, from document auto-uodates. triggered actions, or leveraging external APIs. Dust in motion Bulla custom connections No ceiling on data connections. Leverage the APl to import in knowledge from any ampious use cases Build custom integrations Use our AP to embed agents in vour apps or websites, unlocking fully custom user experiences and deep automation + Dust 2. Talk to an Agent 1:52 Driving AI ROl together "Dust unctions as a meta-olatorm. ITs aggregation approach offers flexibility allowing us to leverage multible data sources across tools and avoid being locked into specific tools or vertical ecosvstems." Charles Gorintin - alan It's not just about retrieving intormation from one place. Our sales team needs intormation that's often scattered across multiple internal applications. Dust brings Caren Duane Head of Business Operations.. Request a demo A Try Dust now "Dust transformed our privacy reviews. It handles compliance checks, suggests imorovements. and drafts communications. It both cuts our review time and helps pressure-test our legal interpretations. Thomas Adhumeal Chief Privacy Officer at Didomi DIDOMI DUST roduct Chrome Extensior Pricing Security DEVELOPERS Developer Platform Dust for Engineers Plattorm Documentat Github Repo Dust vs ChatGPT Enterprise Dust vs Gemini Enterprise Dust vs Glean Dust vs Langdock Dust vs nớn Dust vs Notion Al About Us Brand resources Support Become a Partne Slack Community Linkedin YouTube Terms & Policies Privacy Policy Trust Center Vulnerability Disclosure

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Product v Solutions v Resources v Security Pricing Contact sales Designed for enterprises Enterprise-grade Security We've made security our core focus from day one to safeguard your company data and workspace privacy. GDPR Compliant & SOC2 Type II Certified. Enables HIPAA compliance. GDPR Powered by Vanta soc 2 TYPE II Powered by Vanta HIPAA Powered by Vanta Visit our Trust Center Ingest data on your terms Control data selection and hosting location within rigorous security parameters. g Marketing A Granular Data Selection Fully control which data Dust ingests from each source. End-to-End Encryption Data is encrypted with AES- 256 at rest, TLS in transit. 9 9 9 Brand Guidelines Market research Planning and Strategy Board meeting reviews Budget Select trusted models, keep data protected Control risk: only trusted providers, with no data fed into training. Manage provider OpenAl A Anthropic Wi Mistral A1 Google Embedding provider Embedding models are used to create numerical representations Of your data powering the semantic search capabilities Of your assistant A No Model Training Your data is never used to train models. Zero Data Retention No data is stored by third- party model providers. Maintain rigorous access control at all levels Tailor Dust's features to each user according to specified access rights. Search Fayre Brugmann Jemie Chessman Invite [email protected] [email protected] Activate SSO Builder Admin Role-Based Access Assign user, builder, or admin roles to control permissions. Sign in Regional Hosting Host in the EU or US to meet your regulatory needs. Flexible Providers Pick the providers and embedding models you want. Private Spaces Use private spaces for sensitive data, restricting access by role. Tillie Rushford [email protected] Zachariah Coyte PRODUCT Product Chrome Extension Pricing Security DEVELOPERS Developer Platform Dust for Engineers Platform Documentation Github Repo COMPARE Dust vs ChatGPT Enterprise Dust vs Gemini Enterprise Dust vs Glean Dust vs Langdock Dust vs n8n Dust vs Notion A1 A Single Sign-On (SSO) Use SSO to manage user access across the workspace. Contact us COMPANY About Us Jobs Brand resources Support Become a Partner Visit our Trust Center CONNECT Slack Community x LinkedIn YouTube LEGAL Terms & Policies Privacy Policy Trust Center Vulnerability Disclosure

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Product v Solutions v Resources v Security Pricing Sign in O Patch Contact sales Customer Stories See how teams across industries are transforming their work with Dust Filters Vanta o o o o o o o o o o o o o o PRODUCT Product Department Company-Wide A1 Adoption Customer Support Data Engineering Executive Finance HR & People IT Knowledge Management Legal Marketing Operations Product Sales Industry Region Company Size COMPARE Vanta How Vanta's GTM team saves thousands of hours annually with Dust SPENDESK Spendesk How Spendesk achieved 90% A1 adoption in 6 months with Dust Patch How Patch empowered 70% of its team to use A1 agents weekly 82B SaaS Marketing Technology Sales Executive Financial Services Executive Company-Wide A1 Adoption — persona Persona How Persona Hit 80% A1 Agent Adoption with Dust Company-Wide A1 Adoption ecn CMI Strategies How CMI Strategies achieved 95% A1 adoption across 100 Consultants with Dust Technology Ardabelle Sales Ardabelle How Ardabelle became Europe's first A1-Native Private Equity fund Financial Services Knowledge Management 82B SaaS Sales Insign Engineering Customer Support O insign Consulting Sales Watershed Operations Knowledge Management Watershed Finance Mirakl Data How 42 A1 agents transformed Insign's end- to-end consulting workflow How Watershed got 90% of its team to leverage Dust agents Why Mirakl chose Dust as its go-to agentic solution Consulting Product PayFit Operations Marketing O PayFit B2B SaaS HR & People Wakam Sales Engineering •vok0A'. 82B SaaS Product Engineering Sales Data Less admin, more selling: how Dust frees up PayFit's sales team to close more How Wakam cut legal contract analysis time by 50% with Dust Docbåb A1 Transformation Blueprint Part 4: From pilot to company-wide deployment Doctolib Doctolibls A1 Adoption Playbook: from 30-person pilot to company-wide deployment deals 82B SaaS Operations Sales COMPANY About Us Jobs Product Healthcare Executive Insurance CONNECT Legal 1 2 3 HR & People Showing 1-12 of 34 items Chrome Extension Pricing Security DEVELOPERS Developer Platform Dust for Engineers Platform Documentation Github Repo Dust vs ChatGPT Enterprise Dust vs Gemini Enterprise Dust vs Glean Dust vs Langdock Dust vs n8n Dust vs Notion A1 Brand resources Support Become a Partner Slack Community x LinkedIn YouTube LEGAL Terms & Policies Privacy Policy Trust Center Vulnerability Disclosure

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Machine Learning

Workflow Automation

Knowledge Management & Wikis

AI Agents & Assistants

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

Al Search Summit 2026 Speakers Schedule FAQs Morev 3Searchable Reserve your free seat now—$5\ izes for live attendees only — Rt EVENT STARTS IN January 22, 2026 Free - Live Online 05 04 36 28 DAYS HOURS MIN SEC Al Search Summit 2026 The Big Event 3 hours with the world's top Al search experts. Learn what actually works to get your brand recommended by ChatGPT, Perplexity, and Gemini, 0:00 / 1:24 The strategies that got brands featured in Al search v engines decide who to recommend Exclusive 2026 Al Search Visibility Report Meet the speakers v $50,000 in prizes for live attendees 2,258 registered - Limited capacity Were giving away the strategies that cost our clients $250K to learn. For free. For 3 hours. Then never again. Why you shouldn't miss this We're giving away $50,000 worth of strategy, tools, and implementation support to live attendees. 5 ACCELERATOR SPOTS, 5 STRATEGY SESSIONS 25 VISIBILITY AUDITS ee) TEMPLATES Skip the line + guaranteed acceptance 4-on-1 with our team Premium Al search audit For every live attendee $25,000 $10,000 Priceless RELEASING EXCLUSIVELY AT THIS EVENT The AI Search Visibility Report 2026 reveals Real strategies from brands getting 10x more Al visibility than competitors—with How Al engines actually select sources screenshots, prompts, and steal-worthy tactics. = The7 patterns behind brands dominating Al citations = Content structures that trigger LLM recommendations Register to get access > Authority signals beyond backlinks Why this event exists Al search has broken everything you knew about visibility. RIGHT NOW, WHILE YOU'RE READING THIS ChatGPT is recommending products without visiting websites Perplexity is citing sources that never get traffic GS Google Al is answering questions without sending clicks Claude is suggesting solutions based on hidden patterns The problem? Most companies are still By the time this becomes common Most companies are still: > Chasing rankings that Al ignores >< Optimizing for traffic that never materializes > Using SEO metrics that died in 2024 > Guessing how to influence what Al recommends as By the time this becomes commo knowledge, What you'll learn in 3 hours Three leading experts will break down everything you need to dominate Al search. (4) (2) Search Is No Longer Just About Rankings By Chris Donnelly Inside Zapier: How Al Search Really Works in Practice (3) for 2026 By Ethan Smith By Dan Slagen = Why traffic alone is the wrong metric in Al search ™ How Al systems decide what to surface The shift from rankings to recommendations LIVE PRIZE DROP 3 Strategy Sessions ™ How Zapier is adapting its marketing strategy for Al-led discovery What changed internally (systems, teams, workflows) 1 What's working—and what didn't LIVE PRIZE DROP 5 Visibility Audits retrieval you publish LIVE PRIZE DROP 2 Strategy Sessions Meet your speakers The Al Search Playbook ® Which formats Al engines prioritize How to build "citability" into everything (4) Live Q&A + Closing By Chris Donnelly ® How torestructure content for LLM ® Your specific industry challenges ® Technical and strategic questions Implementation roadblocks and next steps LIVE PRIZE DROP Secret prizes revealed These aren't typical webinar hosts. They're the experts other experts learn from. Chris Donnelly Founder, Searchable Serial entrepreneur and one of the most influential voices in search marketing. Chris built and sold Verb Brands, a luxury digital marketing agency serving clients including Bugatti and LVMH, in an 8-figure exit. He has scaled multiple businesses to 8-figure revenue and now leads Searchable, the Al search optimization platform helping brands master visibility across ChatGPT, Perplexity, and other Al engines. With over 11 million followers on Linkedin, Chris is recognized as a leading authority on the future of search and digital marketing. * 8-figure exit (Verb Brands) * 11M+ Linkedin followers * Worked with LVMH, Bugatti Dan Slagen ff SVP, Marketing, Zapier Dan Slagen is the SVP of Marketing at Zapier, where he leads growth for one of the world's most connected Al orchestration platforms. Recognized by Forbes as a Top 50 Entrepreneurial CMO, Dan has scaled category-defining marketing teams and advises companies on Al, growth, and modern marketing leadership. His work has been featured in The New York Times, CNBC, BBC, Bloomberg, and WSU. At this summit, he'll share how modern marketing teams are adapting strategy and execution for Al-led growth. Forbes Top 50 Entrepreneurial CMO * Featured in NYT, CNBC, BBC, Bloomberg, WSJ © SVP Marketing at Zapier Ethan Smith ff CEO, Graphite Ethan Smith is the CEO of Graphite, a growth agency focused on SEO and content strategy that builds scalable organic growth systems for the world's leading companies. Based in San Francisco with 27,000+ Linkedin followers, Ethan has spent 18 years mastering search marketing and has led SEO strategies for industry giants including MasterClass, Robinhood, Webflow, and Notion. Recognizing the seismic shift to Al-powered search early, Ethan now specializes in Answer Engine Optimization (AEO), helping brands surface in LLM recommendations before competitors catch on. At this summit, he'll share the exact playbook for Al search success in 2026. * 18 years in search * Clients: MasterClass, Robinhood, Notion, Webflow 27K+ Linkedin followers All three speakers on one stage, for one event. This won't happen again. Event agenda 3 hours of high-impact learning - January 22, 2026 - Starting at 3PM GMT 3:00 PM 30 min Search is No Longer About Rankings By Chris Donnelly Why traffic is the wrong metric now, how Al systems decide what to show, and the shift from rankings to recommendations. Prize Drops During This Session +3 Strategy Sessions 3:30 PM 60 min How Zapier Wins in Al Search: Strategy, Systems, and Trade-offs By Dan Slagen Arare, behind-the-scenes look at how Zapier is adapting its marketing strategy, systems, and execution for Al-led search—what they've changed, what's working, and what they're prioritizing next. Includes a 15-minute live Q&A. €8 Prize Drops During This Session +5 Visibility Audits Afare, DENING-MMe-SCeNnes look al NOW Zapler IS adapting tS Marketing Strategy, SYSTEMS, ana ExeCUuloN Tor Al-tea they've changed, what's working, and what they're prioritizing next. Includes a 15-minute live Q&A. €8 Prize Drops During This Session +5 Visibility Audits 4:30 PM 60 min The Al Search Playbook for 2026 By Ethan Smith How to restructure content for LLM retrieval, the formats Al engines prioritize, and how to build "citability" into everything you publish. 8 Prize Drops During This Session + 2 Strategy Sessions 5:30 PM 30 min Live Q&A + Closing By Chris Donnelly Open Q8A, key takeaways, and final insights from the day. Prize Drops During This Session + Secret prizes revealed! Who should attend This event is built for people who need to stay visible: ™ SEO & organic growth leaders ™ Content & editorial teams = Growth marketers responsible for traffic ™ SaaS and ecommerce founders = Anyone who can't afford to disappear when Al takes over search If your business depends on being discovered, this is mandatory. Register free > The clock is ticking 05 04 36 20 $50,000 in prizes—only for live attendees Exclusive Al Search Visibility Report 2026 3 world-class speakers sharing what nobody else will Implementation templates you can't get anywhere else Claim your free seat now > Frequently asked questions Is this really free? Will there be a replay? How long is the event? What if | can't attend live? Who is this event for? What timezone is the event? How do | win prizes? What will | learn? UY What will | learn? Don't get left behind The brands that adapt to Al search in Q1 2026 will own their categories. The ones that wait will be invisible by Q3. Live on January 22, 2026 Resources Events Company Compare

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

A1 Search Summit 2026 • January 22nd • Free virtual event Resources v Pricing Careers 4 Searchable Inside the page The Proof is in the Output The Methodology: Augmentation, Not Automation The Workflow Phase 1: Synthesis Phase 2: Explosion Phase 3: Convergence The Clock is Ticking The Cyborg Apparatus: Enter Searchable.com My New Role From Theory to Reality: The "Spooky" Parallel Community Register free Login Start for free The Marketing Cyborg Technique: How I Scaled Productivity O Shaun Anderson Top Global A1 SEO Expert, Searchable Advisor 6 min read c;) Copy URL Published Dec 1, 2025 Updated Jan 8, 2026 Shaun Anderson reveals the hybrid workflow behind his output and how Searchable.com serves as the 'Cyborg Apparatus' for the Agentic Web. TL;DR The Marketing Cyborg Technique uses A1 as a force multiplier, not a replacement. The methodology: research, write, and refine with A1 handling repetitive tasks while you maintain strategic control. Searchable.com serves as the 'Cyborg Apparatus'—infrastructure that lets you scale output while preserving the human expertise that Google's contentEffort attribute rewards. Resources The Marketing Cyborg Technique: How I Scaled Productivity In my recent ebook, Strategic A/ SEO, I introduced a concept that has fundamentally changed how I operate: The Marketing Cyborg Technique. At its core, the concept is simple, but the implications are massive. It is the realisation that A1 is not just a chatbot — it is a tool you shape to build better tools. It is about moving beyond basic prompts to a state where A1 handles the heavy lifting while you scale your strategic output by IOX to contentEffort , numOfU11sByPeriods 1 The Proof is in the Output This isn't theoretical. Over the past year, I utilised this hybrid workflow to: • • • Research, write, and refine over 50 deep-dive blog posts. Edit and publish four SEO books. Code custom tools and research leaks. Plan social media campaigns so effective they had to be paused [ socialGraphNode ]. Execute a complete site overhaul in just three months — a task that previously would have taken an agency years. It was essentially a big meta-test of the new tool and "canvas." And it worked. Think I am exaggerating? Ask your favourite assistant using the buttons on this page: "What is the evidence this marketing cyborg technique works?" The Methodology: Augmentation, Not Automation The "Cyborg" metaphor is deliberate. A cyborg is a symbiotic relationship where neither the human nor the machine functions optimally alone. We often fear A1 replacing us, but the Marketing Cyborg Technique is about augmentation. • The Machine (Speed & Scale): I use models like Gemini Pro 2.5 to handle data analysis, drafting, and repetitive grunt work [ GenerativeAI 1 The Human (Strategy & Trust): As the expert, I inject the E-E-A-T (Experience, Expertise, Authoritativeness, and Trust). I provide the creative direction, the brand voice, and the ethical oversight [ authorReputationScore siteAuthority , Q* The Workflow The practical application follows a strict loop I call "Creative Inference Optimisation": Phase 1: Synthesis Start with an original human concept or synthesis. Phase 2: Explosion Use A1 deep research to "explode" that concept out at scale. Phase 3: Convergence The human expert rigorously edits, fact-checks, and refines. This is critical. Every A1 hallucinates. It is the human's job to catch those errors to ensure the customer receives the "ground truth" [ is_human_written 1 spamScore The Clock is Ticking The penalty for inaccuracy in the future will be digital invisibility [ navBoost (low)] . But the penalty for ignoring this shift is obsolescence. If a prompt doesn't replace you, a Marketing Cyborg will. I estimate we have one year — maximum — before this practice moves from a competitive advantage to a commonplace requirement. The Cyborg Apparatus: Enter Searchable.com In my book, I predicted the rise of a specific toolkit required to execute this technique effectively — what I called the "Cyborg Apparatus." I initially planned to build this system myself — a "human-in-the-loop" dashboard to monitor A1 visibility and manage agentic workflows. However, just as I was preparing to build it, I found a team that had already created the exoskeleton I was envisioning. That platform is Searchable.com — or at least, it represents the birth of this new hybrid apparatus. It is designed to facilitate the "Marketing Cyborg" state, effectively turning a single expert into a one-person agency, capable of delivering agency-level output. Its arrival is both serendipitous and timely, providing the exact infrastructure needed to deploy the Marketing Cyborg Technique right now. If the "Cyborg" is the expert enhanced by A1, Searchable is the exoskeleton. It is the operating system for the Agentic Web, designed to answer the single most important question in modern marketing: "What are the Als saying about me?"[ query_understanding 1 knowledgeGraph It aligns perfectly with the workflows I described above: • Monitor (The Eyes): Tracking your "Share of Voice" across ChatGPT, Gemini, and Perplexity [ navBoost 1 Create (The Hands): Engineering high-effort content ("ground truth") that feeds the robots [ OriginalContentScore 1 Analyse (The Brain): Correlating A1 visibility with your actual traffic using agentic analytics. MY New Role Because this platform is the natural home for the Marketing Cyborg, as of November 2025, I have officially joined Searchable.com as a Special Advisor. My role is simple: to ensure the "machine" side of the platform adheres to the "human" side of Google's Quality Guidelines. I am helping the team ground their A1 toolset in the practical realities of the Google Content Warehouse Leak to ensure that when you scale your output, you are scaling quality, not just noise[ contentEffort , quality_score From Theory to Reality: The "Spooky" Parallel For the last year, I have been refining a methodology I call Creative Inference Optimisation. It is a philosophy designed to bridge the gap between the "product specification" found in Google's human-focused Search Quality Evaluator Guidelines and the "engineering blueprints" exposed by the Google Content Warehouse API leak. It was my theoretical framework for how to generate content that survives in an A1-driven world. Searchable.com is the beginning of my concepts made functional. When I first looked under the hood of the Searchable platform, I realised that Sam Hogan something that was running spookily in parallel to my own hypotheses. Arya Nagabhyru had been building While I was writing about the need for "editorial quality control" and "programmatic E-E-A-T," they were coding it. • My theory of "Ground Truth" was already built into their "Create" module [ isAuthoritative 1 My obsession with "Quality Rater Guidelines" was already the backbone of their 'Agentic Analytics" [ ]. Searchable is not just a tool I am advising on; it is the physical manifestation of Creative Inference Optimisation. It turns the abstract concepts of "E-E-A-T' into a concrete, executable system that lets you build a defensible digital asset. Searchable.com is your first step to becoming a Marketing Cyborg. About the Author: Shaun Anderson (AKA Hobo Web) is a primary source investigator of the Google Content Warehouse API Leak with over 25 years of experience in website development and SEO (search engine optimisation). A1 Usage Disclosure: Shaun uses generative A1 when specifically writing about his own experiences, ideas, stories, concepts, tools, tool documentation or research. His tool of choice for this process is Google Gemini Pro 2.5. All content was conceived, edited, and verified as correct by Shaun (and is under constant development). See the 4 Searchable Searchable Limited Bl, 9 Tanner St London, SEI 3LE Searchable.AQQ1icy. Resources Documentation Resources Blog Guides ChatGPT Product Visibility Try A1 Agent Free Visibility Report Events A1 Search Summit 2026 A1 Search Accelerator Company About Customers Authors Contact Careers Community ompare All Comparisons vs Semrush Organic Clicks 12% A1 Mentions x x 9% 0 2026 Searchable Limited. "Searchable" and the Searchable logo are registered trademarks of the company. Registered in United Kingdom (Co. Reg. No.: 16579753). Address: Bl, 9 Tanner St, London SEI 3LE. DISCLAIMER: The content on this website is provided for general informational purposes only and is not intended as professional advice. Searchable Limited makes no representations or warranties regarding the accuracy or completeness of the information contained herein. Any reliance you place on this information is strictly at your own risk. Terms of Service Privacy Policy. Cookies A1 Policy Cookie Settings See your brand through A1's eyes Track how ChatGPT, Perplexity, and other A1 tools see and recommend your brand. Try 14 days for free *

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

Register free 4 Searchable Community Glossary A1 Search Summit 2026 • January 22nd • Free virtual event Resources v Pricing Careers Resources Q Login Search articles... Searchable Resources Start for free Master A1 search visibility with guides, articles, and insights from our team All Blog Blog Guides Searchable Resources E-E-A-T: The Only Answer for the Open Web Shan Ar&rsm TOP (2025) Jan 8, 2026 Blog Resources Jan 8, 2026 The Art of Creative Inference Engineering and Optimisation: Beyond SEO and GEO Sham Ar&rsm TOP (2025) Blog Jan 8, 2026 E-E-A-T: The Only Answer for the Open Web Shaun Anderson explains why E-E-A-T is the 'Human Survival Protocol' for the open web, backed by evidence from the Google Content Warehouse leaks and the Searchable mission. Shaun Anderson Searchable AEO Resources How Do I Show Up in ChatGPT? (Beginner's Guide to A1 Visibility & AEO in 2025) Co-fourder of Searchable ard A1 Search Expert The Marketing Cyborg Technique: How I Scaled Productivity Shaun Anderson reveals the hybrid workflow behind his IOOX output and how Searchable.com serves as the 'Cyborg Apparatus' for the Agentic Web. Shaun Anderson Searchable AEO Resources How Local Businesses Win in A1 Overviews & A1 Search in 2025 Co-fourder of Searchable and A1 Search Expert Blog <scriPt type="applicatio { "@context " : " http://sc "@type" : LocalBusiness " name" : " Acme Solutions alternateName : Acme " https:/,/www . acm "url " : Jan 7, 2026 The Art of Creative Inference Engineering and Optimisation: Beyond SEO and GEO A definitive guide to AEO and A1 SEO: How to engineer content that satisfies traditional search algorithms while serving as the 'Ground Truth' for generative chatbots. Shaun Anderson Searchable AEO Resources A1 Search vs. SEO: What Changed in 2025? (Good vs. Bad AEO Practices for Beginners) Co-fourxier of Searchable ard A1 Search Expert Blog Jan 7, 2026 Blog Jan 6, 2026 How Do I Show Up in ChatGPT? The LLM-Native Visibility Playbook (Updated... Learn how to get your brand mentioned in ChatGPT responses with this beginner's guide. Covers structured data, content optimization, and A1 crawler setup for improved visibility in A1 search results. Sam Hogan Searchable AEO Resources How D2C and E-commerce Brands Dominate A1 Search Results in 2025 Co-founder ot Searchable and A1 Search Expert How Local Businesses Win in A1 Overviews & A1 Search (Updated for 2026) Local business guide to dominate Google A1 Overviews, ChatGPT local queries, and Perplexity searches. Covers Google Business Profile optimization and local AEO strategies. Blog Sam Hogan Blog A1 Search vs. SEO: Good vs. Bad AEO Practices for Beginners (Updated for... Discover what's changed in A1 search vs traditional SEO. Learn good vs bad AEO practices with actionable examples for ChatGPT, Gemini, and Perplexity optimization strategies. Sam Hogan Searchable Resources Decoded: Google Quality Rater Guidelines - Content Quality Jan 6, 2026 Resources Jan 6, 2026 Shaun Anderson Top Global A1 SEO Expert (2025) Blog Jan 6, 2026 How D2C & E-commerce Brands Win A1 Search: A Practical Playbook (Updated f... Complete guide for D2C and e-commerce brands to optimize for ChatGPT Shopping, Google A1 Overviews, and Perplexity. Includes product schema, feed optimization, and conversion strategies. Sam Hogan Searchable Resources Effort Attribute: Deconstructing the Google Content Warehouse Leak and its Primary Sources Decoded: Google Helpful Content Guidelines A deep dive mapping Google's Search Essentials and Helpful Content questions to leaked Content Warehouse attributes like Q*, siteAuthority, contentEffort, and predictedDefaultNsr. Shaun Anderson Blog Decoded: Google Quality Rater Guidelines — Content Quality A deep dive into how Google's Search Quality Evaluator Guidelines map to leaked Content Warehouse attributes like contentEffort, OriginalContentScore, siteAuthority and more — and what that means for modern SEO. Shaun Anderson Searchable Resources The Founding of Searchable TOP GIObal A1 SEO Expert (2025) Google Content Evaluation (Leaked) use - 082 Blog Jan 6, 2026 Resources Oct 5, 2025 3-fou%ea• Searchable Blog Oct 1, 2025 The Content Effort Attribute from Google's Content Warehouse Leak When the Google Content Warehouse API leak first surfaced in May 2024, the industry was immediately thrown into a spin. For me, however, the real signal came later. Shaun Anderson searchable Searchable Limited Bl, 9 Tanner St London, SEI 3LE What is Searchable.com? The Operating System for the Agentic Web Shaun Anderson introduces Searchable.com: the infrastructure designed to solve the Zero-Click crisis and optimise for the new Agentic Web. Shaun Anderson A Message from Chris Donnelly: The Founding of Searchable Chris Donnelly shares the journey behind Searchable.com—from a 100-day sprint in San Francisco to building the world's first Autonomous SEO and AEO Growth Engineer. Resources Documentation Resources Blog Guides ChatGPT Product Visibility Try A1 Agent Free Visibility Report Events A1 Search Summit 2026 A1 Search Accelerator i) Chris Donnelly Company About Customers Authors Contact Careers Community Compare All Comparisons vs Semrush vs Ahrefs vs Profound in 0 2026 Searchable Limited. "Searchable" and the Searchable logo are registered trademarks of the company. Registered in United Kingdom (Co. Reg. No.: 16579753). Address: 81, 9 Tanner st, London SEI 3LE. DISCLAIMER: The content on this website is provided for general informational purposes only and is not intended as professional advice. Searchable Limited makes no representations or warranties regarding the accuracy or completeness of the information contained herein. Any reliance you place on this information is strictly at your own risk. Terms of Service Privacy Policy Cookies A1 Policy Cookie Settings

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

4 Searchable Community A1 Search Summit 2026 • January 22nd • Free virtual event Resources v Pricing Careers Register free Login Start for free ABOUT SEARCHABLE Searchable Limited: Building the operating system for A1 search optimization Founded in 2025, Searchable Limited is focused on helping marketing teams master the agentic web. We combine deep expertise in SEO, Answer Engine Optimization (AEO), and A1 infrastructure to ensure brands become the definitive answer across ChatGPT, Gemini, Grok, Google, and beyond. Our Story & History Searchable Limited began with a simple question: how do we help marketers win when answers, not links, become the new currency of discovery? Since launch, the team has refined our SEO and A1 Search Optimization tools while embracing innovative approaches that allow us to scale alongside the most ambitious brands. Today, Searchable serves millions of businesses worldwide with a relentless commitment to quality, integrity, and operational excellence. Our Mission "Searchable has one mission: to be your strategic marketing partner in the era of the agentic web. Whether it's ranking in ChatGPT, Gemini, Grok, or Google, Searchable is your new marketing department. " We empower users with real-time insights, expert guidance, and frictionless workflows so they can make confident decisions and deliver measurable growth without guesswork. Our Expertise Our team blends decades of marketing, product, and engineering experience. We obsess over technical SEO, structured data, and the evolving signals that LLMs use to decide which brands they trust. This expertise ensures our customers always receive guidance rooted in evidence, not guesswork. Our Online Presence Who We Are Legal Entity: Searchable Limited, registered in the United Kingdom (Company No. 16579753) Brand: Trading as "Searchable" and "Searchable Limited" Registered Address: Bl, 9 Tanner St, London SEI 3LE Website: www.searchable.com Contact: I Phone: N/A Innovation & Approach Searchable continuously prototypes, tests, and deploys new Al- driven workflows. From bespoke AEO playbooks to agentic automation, we build the infrastructure that allows brands to ship faster, measure precisely, and capture emerging demand before competitors notice it. Searchable.com is the official digital hub for Searchable Limited. It houses our educational resources, technical documentation, exclusive offers, and live product insights so that businesses have a single, trusted destination for A1 search optimization. Our Role & Responsibilities As the data controller, Searchable Limited processes personal data collected across Searchable properties. We are committed to robust safeguards, transparent communication, and rigorous compliance across every market we serve. Data Protection: Strong technical and organizational measures across all Searchable systems. Transparency: Clear explanations of what we collect, why we collect it, and how users can exercise their rights. Compliance: Alignment with UK GDPR, the Data Protection Act 2018, the Digital Services Act (DSA), and the Consumer Rights Act 2015. Affiliate Management: Vetting partners to maintain high standards of privacy and data protection. Global Compliance Overview European Union: Adherence to GDPR and ePrivacy requirements. United Kingdom: Compliance with UK GDPR, the Data Protection Act 2018, the Digital Services Act (DSA), and the Consumer Rights Act 2015. Worldwide: A commitment to meet or exceed relevant international standards wherever our customers operate. Leadership Team Chris Donnelly: Serial Entrepreneur & Growth Architect Chris Donnelly is the co-founder of Searchable and the engine behind our go-to-market motion. A capital-efficient operator, Chris scaled Verb Brands from E400 to an eight-figure exit, engineered Lottie's rise to a nine-figure valuation with Accel and General Catalyst backing, and built a multi-million pound Creator Accelerator from his personal brand. His playbook for content-driven growth powers Searchable's category-defining expansion. Career at a Glance Searchable (2025-Present): Co-Founder bringing a proven growth engine to AEO. Creator Accelerator (N2023—Present): $10M/year revenue stream powered by content. Lottie (2021-Present): Co-founded a health-tech platform that reached a nine-figure valuation in three years. Verb Brands (2013—2021): Bootstrapped to an eight-figure exit serving luxury icons like Bugatti and LVMH. Arya Nagabhyru: YC-Validated Executor Arya Nagabhyru is Searchable's operational and engineering backbone. A 2x Y Combinator founder, Arya most recently led Origami Agents (YC F24), the fastest-growing startup in its batch. His track record demonstrates a rare ability to ship quickly, operationalize complex systems, and scale under intense pressure; these are the skills he brings directly into Searchable's high-velocity culture. Highlights 2x YC-backed founder, validating execution excellence. Operational leader for the fastest-growing company in YC F24. Veteran of the MIT/NASA Zero Robotics competition, demonstrating deep technical aptitude. Sam Hogan: Product Technologist & Category Designer Sam Hogan is the architect of Searchable's Answer Engine Optimization framework. As the Founding AEO/GEO Engineer at Origami Agents, Sam proved that AEO can deliver traffic across ChatGPT, Perplexity, and Google's A1 Overviews in days rather than months. His previous experience building and exiting Hirebird, combined with his academic background across Cornell, Utah State, and UAlbany, fuels Searchable's product vision and category design. Career at a Glance Searchable (2025-Present): Co-Founder and product lead designing the AEO category. Origami Agents (2025): Founding AEO/GEO Engineer delivering rapid A1 search visibility. Hirebird (2024—2025): Founder who scaled and exited an HR-tech platform with 29,000 users Academic Honors: MBA in Marketing, NCAA athlete, and keynote speaker on entrepreneurship. Contact Us For questions about Searchable Limited, partnership opportunities, or this About page, please reach out directly. Company: Searchable Limited trading as Searchable Address: Bl, 9 Tanner St, London SEI 3LE Company Registration Number. 16579753 Email: Phone: N/A Conclusion At Searchable Limited we are dedicated to transparency, compliance, and excellence. We combine deep expertise with relentless innovation so our customers can thrive in a rapidly evolving search landscape. Visit this page regularly to stay up to date with new initiatives as we continue improving our offerings and practices. searchable Searchable Limited Bl, 9 Tanner St London, SEI 3LE Resources Documentation Resources Blog Guides ChatGPT Product Visibility Try A1 Agent Free Visibility Report Events A1 Search Summit 2026 A1 Search Accelerator Company About Customers Authors Contact Careers Community Compare All Comparisons vs Semrush vs Ahrefs vs Profound in 0 2026 Searchable Limited. "Searchable" and the Searchable logo are registered trademarks of the company. Registered in United Kingdom (Co. Reg. No.: 16579753). Address: 81, 9 Tanner st, London SEI 3LE. DISCLAIMER: The content on this website is provided for general informational purposes only and is not intended as professional advice. Searchable Limited makes no representations or warranties regarding the accuracy or completeness of the information contained herein. Any reliance you place on this information is strictly at your own risk. Terms of Service Privacy Policy Cookies A1 Policy Cookie Settings

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

Al Search Summit 2026 • Januarv zend • Free virtual event Register tree > 2: Searchable Community kesources pricing careers Login Start for free Let's build the operating system for Al search together. We're paving the path for millions of brands and products to be discovered and interacted with through Al search. We'd love to have you join us Our principles We're building the tuture or discoverv. everv product we ship, even decision we make, and everv une or code we write is quided ov these principles. Move fast Find your lever Ask why 04 Create your swimlane 05 Simple scales 06 Build an environment people want to be ir 07 Be accessible and human os Keep the team small, do more with less 09 Hire winners 10 Create fans Open Positions Marketing Community & Programs Manager, Al Startup Sales & GTM Lead Engineering Data Analyst Software Engineer Design Move fast and break things. Ask why things are the way they are and create a better way Create your own lane, even wnen youre not tola to it's not about the tabs on the sidebar, it's about the value you create Create a culture where people want to be not an environmeni where they have to be. Talk to as many users, customers and critics as you possibly can. We build better with fewer people. Wear multiple hats. Put the best people on the field at all times. Build a community of people who are obsessed with your product London Learn more → London Learn more → London Learn more → London Learn more → London Learn more → London Learn more London Learn more → 2! Searchable hesources Searchable Limited B1, 9 Tanner St London, SET 3LE Documentatol Blog Guides ChatGPT Product Visibility Trv Al Agent Events Al Search Summit 2026 Al Search Accelerator © 2026 Searchable Limited. "Searchable" and the Searchable logo are registered trademarks of the compan Registered in United Kingdom (Co. Reg. No.: 16579753). Address: B1, 9 Tanner St, London SE1 3LE. DISCI AIMER. The content on this wehsite is provided for deneral informational nurnses only and is not intender as professional advice Searchahle limited makes n Terms of Service Privacy Policy. Cookies Al Policy Cookie Settings Company Customers Autor's Contaci Careers Community Compare All Comparison vs Semrush vs Ahrefs vs Profound in

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

2: Searchable community a. Searchable ahrefs Searchable vs Ahrefs: Purpose-built Al visibility vs experimental add-on Ahrefs excels at backlinks and keywords ($99+/mo). Searchable is purpose-buil ChatGP I, Claude, Perplexity, and Gemini as core teatures Ahrefs dominates traditional SEO. But when it comes to Al search legacy tools. searchable was bullt tor Al search trom day one Purpose-built tor Al search Tor Al visiouty. Anters brand Madar is an expenmental teature grafted onto a traditiona SEO suite. Why choose Searchable for Al visibility? Actionable Al quidance answers questions, and implements Tixes automatically. Ahrets provides data; you tigure Analytics Antets pricing includes traditional sev teature that don't help with Al search optimizatio 9 Lululems 98 Overvie of. Agen 72.5% +25% vs 6's Athlet old. Alo Yoar - Fableti Voice Leaderboard 725° 55 9% Share of Voice 28% +3.2% ve yeatords Compare Searchable vs Ahrefs Al visibility tracking Al anninge tracked (Standard slandi Entry price (Al features) Cost nor promot Al optimization agent Content generation for Al GA4 / CSC integration Technical audits Platform focus Pricing transparency What users are saving gi Searchable ahrefs Core offering, built from day one Brand Radar (experimental add-on) S50/month (Starter. 50 prompte) 5100 (State/ S042/P0l/S027 8258(50 prompts) /839100 merate a we are to N agent wits chartoptized for A Content Helper for ration sE) nored audits with autoy Site All (chacks manual five Al search visibility specialist Traditional SEO suite with Al ack-on All foot roe and limite muhliched Cradlit haced limite romont prine hilad ¿hobo "Ahrefs is great for traditional SEO, but when I needed to understand AT search visibility, Coahablo ume tho chunne choing The built for ovonth that nachlom" Chou Andorean Condor of Haha Wah Ma tom he Carabia Frequently asked questions How does pricing compare for Al visibility features? Which platform has better Al engine coverage? Is Ahrefs anod for Al search ontimization? Should use Ahrefs and Searchable tocether? •Searchable london SE131F Al visibility, purpose-built Don't settle for experimental add-ons. Get a platform built from day one for Start free trial + Talk to our team Resources Guides Try Al Agent. Free Visbility Report Compam Authord Contact Compare All Comparisons vs Ahrets ve Profound

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

4 Searchable Community A1 Search Summit 2026 • January 22nd • Free virtual event Register free Resources v Pricing Careers Get in touch Login Compare Start for free Searchable is the A1 visibility platform that helps marketing teams track how their brand appears in ChatGPT, Claude, Perplexity, and other A1 search engines. We're here to help with product support, sales inquiries, or any questions you have Full Stack Visibility Track brand mentions and citations across all major A1 platforms in real- time. D Product support Get help from our team. For technical support and product questions, reach out to our support team. Get Support A1 Content Engine Generate content optimized for answer engines with built-in schema markup. Technical Audits Site audits focused on A1 search readiness and structured data optimization. 0) Talk to our sales team Discuss your requirements, learn about custom pricing, or request a demonstration. Book a Demo Documentation Learn how to use Searchable with our comprehensive docs. View docs cå Searchable Searchable Limited Bl, 9 Tanner St London, SEI 3LE Join our community Connect with other users and get updates in our Slack community. Join Slack cå General inquiries For partnerships and general questions about Searchable. [email protected] Resources Documentation Resources Blog Guides ChatGPT Product Visibility Try A1 Agent Free Visibility Report Events A1 Search Summit 2026 A1 Search Accelerator Company About Customers Authors Contact Careers Community All Comparisons vs Semrush vs Ahrefs vs Profound in 0 2026 Searchable Limited. "Searchable" and the Searchable logo are registered trademarks of the company. Registered in United Kingdom (Co. Reg. No.: 16579753). Address: 81, 9 Tanner st, London SEI 3LE. DISCLAIMER: The content on this website is provided for general informational purposes only and is not intended as professional advice. Searchable Limited makes no representations or warranties regarding the accuracy or completeness of the information contained herein. Any reliance you place on this information is strictly at your own risk. Terms of Service Privacy Policy Cookies A1 Policy Cookie Settings

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

Al Search Summit 2026 - January 22nd - Free virtual event Community Pricing Careers Login ( Start for free ) < Customer stories 303 How a Premium Agency Gained £1m+ Pipeline and 206% Share of Voice With Searchable Learn how this creative digital marketing agency transformed from zero Al visibility to industry leadership - unlocking a new revenue stream and the most qualified pipeline they've ever seen. INSIGHTS FROM USE CASES é Olly Fawcett Monitor, Create, Audit Founder | agency growing premium and luxury brands 303 is a creative digital marketing agency that grows premium and luxury brands through creative content, media buying, social media, and email marketing. With a team of ~20, they work with clients > a who invest heavily in digital presence. aoe 2 Complete blind spot in the emerging Al search channel Al search was becoming a major discovery channel, but 303 had zero visibility into it. Their premium brand clients invest heavily in Google, Meta, and TikTok - but the agency had no insight into how these brands appeared in ChatGPT, Perplexity, or other Al tools consumers were increasingly using. "Our clients invest heavily in how they show up across every channel. But we had zero insight into Al tools. At the same time, clients became increasingly interested in their visibility." The challenge was twofold: ensure 303's own visibility when prospects searched for luxury creative agencies, and translate this into a service offering for clients. They started with manual spot-checks - typing prompts into ChatGPT, noting results. But optimizing for Al search required restructuring content, prioritizing new technical optimizations, and developing entirely new skillsets. Manual approaches wouldn't scale. See how 303 dominates Al search for premium agencies Real-time competitive intelligence across ChatGPT, Claude, Perplexity, and Gemini 303 v ® Last7days ~ AllPlatforms ~ = AllTopics v 2 Competitors. 98 Overview Al Visibility Score Industry Ranking ‘Trend over the last 7 days. Premium & luxury digital agencies Analytics © 39.8% +45%vs last woo 39.8% +4.2% vs yesterday Mentions # BRAND MENTIONS POSTION CHANGE © Sources 50% Ike Gems 1 @B 303 vou 60 24 +4.2% 398% 40% Prompts B Your Prompts Croud 5 3.0 -12% 18.4% 30% 3 @ ceek 2 35 +08% 126% Content 5 4 Vervaunt 1 42 -05% 89% 20% ®& artictes 5 @ 1 48 62% On-Page 10% @ Site Health QS Issues 0% Jant Jan2 Jan3 Jan 4 Jan5 Jan7 Share of Voice Voice Leaderboard Mentions of 303 in Al-generated answers vs competitors. ‘Share of voice ranking 68% +5.8% vs yesterday 68% +5.8% vs yesterday # BRAND MENTIONS PosmON CHANGE SHARE 3 A purpose-built platform that solves both visibility and implementation 303 evaluated existing tools like Semrush and Ahrefs, but traditional SEO platforms weren't built for Al search. After exploring alternatives like Peec.ai, Otterly, and AirOps, Searchable was the clear choice - purpose-built for both understanding Al visibility and fixing the issues preventing better performance. "Searchable helps you solve every issue it identifies, making it easy to action even complex technical problems. It was a no-brainer, really." Two features stood out: the Searchable Agent wrote perfect code snippets like having a skilled AEO expert on the team, and the Articles feature generated content already formatted for LLMs to easily Ni read, understand, and cite. = [J _y col) The team integrated Searchable across their entire workflow. The Articles feature became the most popular - within weeks, 303 started getting cited for prompts where they previously had no visibility. The platform replaced manual ChatGPT queries and screenshot management with systematic optimization. 4 Transforming from zero visibility to industry leadership 303 transformed from zero Al visibility to industry leadership in just 2 months: + +40% visibility - appearing in nearly half of relevant Al-generated responses + 206% Share of Voice - dominating the conversation when prospects research creative agencies £1m+ pipeline - the most qualified and efficient pipeline the agency has ever seen These metrics delivered tangible business impact. When potential clients use ChatGPT or Perplexity to research agencies, 303 captures over twice the share of voice compared to competitors. Citations are perfectly aligned with their lead generation strategy. "Lead quality was massively up. Just last week, | closed a major new client lead - they came via ChatGPT through one of the blog posts we wrote with Searchable." KEY RESULTS visibility increase - appearing in nearly half of Al Share of Voice - dominating competitor mentions in Al new client pipeline - with the highest quality leads responses search ever 5 Leading the conversation instead of reacting to it Beyond visibility improvements and pipeline impact, Searchable changed how 303 approaches the market. While most agencies are still figuring out Al search, 303 has the infrastructure and expertise to lead client conversations. "It's given us a way to lead on achannel that most agencies are only just trying to figure out. For a creative agency working with premium brands, being first to this matters." The platform also unlocked a new revenue stream. The same channel generating qualified leads for 303 now represents a service offering for clients. "If you're running an agency and you're not tracking how your clients appear in Al search, you're going to be asked about it soon. Better to have answers ready." "Searchable is a must-have for any agency. Not only will it set your clients for success, but your agency as well. Al search is becoming a real discovery channel for premium brands. Searchable gives us the visibility and data to lead that conversation with clients instead of reacting to it." Olly Fawcett Founder Ready to transform your Al search strategy? See how Searchable helps teams turn visibility monitoring into systematic optimization. Bookademo > Start tracking Al visibility More customer stories How Momentum Cut Content Planning Time by 70% and Scaled Production 10x with Searchable Read story > Searcha le) | e Resources Events Company Compare © 2026 Searchable Limited. "Searchable" and the Searchable logo are registered trademarks of the company. Registered in United Kingdom (Co. Reg. No.: 16579753). Address: B1, 9 Tanner St, London SE1 3LE. DISCLAIMER: The content on this website is provided for general informational purposes only and is not intended as professional advice. Searchable Limited makes no representations or warranties regarding the accuracy or completeness of the information contained herein. Any reliance you place on this information is strictly at your ‘own tisk. Temsof Service PrivacyPolicy Cookies AlPolicy Cookie Settings

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

A1 Search Summit 2026 • January 22nd • Free virtual event Resources v Pricing Careers Register free 4 Searchable streamline content workflows, and turn visibility insights into Community Login Start for free Customer stories See how leading companies use Searchable to dominate A1 search, measurable growth. 0 Ooaa Organic Clicks A1 Mentions momentum neutonie I •toe Kit O thrive VERDE SOBOLD momentum How Momentum Cut Content Planning Time by 70% and Scaled Production IOX with... 700/0 reduction in content planning workflow time View customer Searchable Searchable Limited Bl, 9 Tanner St London, SEI 3LE 303 303 reflect 303 Dec r, 202S Care Horne Care Se,-vices Elderly Care thrive 41.2% 37.1% reflect O thrive COMING SOON More success stories on the way How a Premium Agency Gained Elm+ Pipeline and 206% Share of Voice With Searchable We're documenting how more teams are transforming their A1 visibility. +400/0 visibility increase - appearing in nearly half of A1 responses View customer Ready to vuite your success story? Join leading companies using Searchable to dominate A1 search visibility. Book a demo Resources Documentation Resources Blog Guides ChatGPT Product Visibility Try A1 Agent Free Visibility Report Start tracking A1 visibility Events A1 Search Summit 2026 A1 Search Accelerator Company About Customers Authors Contact Careers Community Compare All Comparisons vs Semrush vs Ahrefs vs Profound 0 2026 Searchable Limited. "Searchable" and the Searchable logo are registered trademarks of the company. Registered in United Kingdom (Co. Reg. No.: 16579753). Address: 81, 9 Tanner st, London SEI 3LE. DISCLAIMER: The content on this website is provided for general informational purposes only and is not intended as professional advice. Searchable Limited makes no representations or warranties regarding the accuracy or completeness of the information contained herein. Any reliance you place on this information is strictly at your own risk. Terms of Service Privacy Policy Cookies A1 Policy Cookie Settings in

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

Support Documentation Getting Started Introduction Quickstart Plans pricing Connecting Your First Domain Understanding Your Dashboard Using Searchable Understanding Scores Working with Prompts ld A1 Visibility Tracking A1-Powered Content Generation Q Site Audits @ Troubleshooting Integrations Integrations Overview Google Search Console G Integration Google Analytics 4 Integration Advanced Features Searchable Agent Advanced Custom Prompts (Beta) Teams & Collaboration (Beta) Advanced API Usage (Beta) Q Search... Getting Started Introduction Welcome to Searchable - A1-powered SEO platform for the future of search Docs Welcome to the Searchable Docs! Searchable is an A1-powered SEO and AEO (Answer Engine Optimization) platform that helps businesses improve their visibility in both traditional search engines and A1-powered platforms like ChatGPT, Claude, and Perplexity. As search evolves, your strategy must too. This documentation covers everything you need to master both traditional SEO and the emerging world of A1 visibility. What is AEO? Answer Engine Optimization (AEO) is the practice of optimizing your content to be cited and recommended by A1 models. When someone asks ChatGPT "What's the best CRM for startups?" will your brand be mentioned? That's AEO. Dashboard > On this page Welcome to the Searchable Docs! What is AEO? Platform Capabilities Documentation Structure Quick Links Platform Capabilities A1 Visibility Tracking Monitor brand mentions across 6 A1 platforms with prompt-based tracking A1-Powered Content Generate SEO and AEO-optimized content that ranks in Google and gets cited by A1 Documentation Structure Site Audits & Scores Comprehensive technical, content, and AEO audits with actionable recommendations Powerful Integrations Connect GSC and GA4 for seamless workflows This documentation is organized to take you from beginner to expert: Getting Started: Set up your account, create projects, and understand the dashboard Using Searchable: Master scores, prompts, content, and audits Integrations: Connect your tools and platforms Advanced Features: A1 Copilot, teams, and API access Quick Links Quickstart Guide Get up and running in 5 minutes Plans & Pricing Find the right plan for you 000 Understanding Scores Learn what your scores mean Integrations Connect your tools Working with Prompts Master A1 visibility tracking API Reference Build custom integrations Quickstart Powered by mintlify

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

searchaoe community Resources y Own your Al search presence. Find a plan that works for you. rusted by 1000+ marketing team: lottie Kit • momentum 303 Save with annual starter Protessional scale $50 $125 $400 start tracking Al Visibiuty • Track up to 50 prompts Prompts run across available models ror teams wno need growin velocity ~ Track up to 100 prompts • Prompts run across models daily Up to 9,000 Al answers analyzed/month ror agencies ana multi-brand worktlows ~ Track up to 500 prompts ~ 45,000+ Al answers analvzed/mont ~ Up to 1,500 Al answers analyzed/month • 1 domain • 5 articles/month • 50 site audits/month ~ Email Support ~ numited domains U • 20 articles/month • 200 site audits/month ~ Exportable reports ~ Unmited domains d • 80 articles/month • 1,000 site audits/month ~ White-label reports Multi-country/region tracking d • Email + Slack Support O Multi-country/region tracking O • Dedicated Account Specialist O Get started Try it free, 14 days Get started starter $50/ month Protessional Popula $125 / month Scale $400 / month Feature Get started Get started Al Visibility & Tracking Monitor your brand's presence across Al answer engines Answer engines tracked • GO Snow all teatures v CASE STUDY How 303 increased pipeline by £1m and grew their industry share of voice by 206% in 60 days 303 went from zero Al visibility to industry leadership in just 2 months, capturing the most qualified leads in their agency's 303 Read case study start tor tree CustoM Custom For organizations with unique neec • 500+ prompts tracked v Unlimited articles ~ Unlimited site audits ~ custom Al engine integrations • White-label reporting • API access ~ Dedicated account speciali ~ SLA guarantee Book a Demo Custom Custom Talk to sales Frequently asked questions. Can I cancel my subscription anytime? What is Searchable's refund policy? What payment methods do you accept? Can use Searchable for free? Am I charged when I enter my credit card? Which Al engines do you track? What's the difference between Professional and Scale? 2: Searchable Resources Events Al Search Summit 2026 bi, y lanner st London SE1 3LE Blog Guides ChatGPT Product Visibility Try Al Agent Free Visibility Report © 2026 Searchable Limited. "Searchable" and the Searchable logo are registered trademarks of the company Registered in United Kingdom (Co. Reg. No: 16579753), Adres: B1,9 Tanner St, London SEI 3LE. aph entation or anaries regarding the curasy or emiles of the formation ortined heal Any rela you plas on this nation stity at ve Terms of Service Privacy Policy Cookies AlPolicy Cookie Settines Company Customers Authors Contact Careers Community Compare All Comparisons vs Ahrefs vs Profound

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

Al Search Summit 2026 : January 22nd - Free virtual event Register free > 4!Searchable Community Resources> Pricing Careers Login ( Startforfree ) \ ) Visibility & Analytics from Al Search — and the actions to drive growth Capture millions of clicks from customers discovering new products and brands through €% Copilot Book a Demo ( start for free (2)) Agent Analytics @ Lututemon v Q8 Overview & Agent Analytics © Visibility Mentions © Sources Select your article ly Traffic Prompts B Your Prompts Recommended titles ‘& Prompt Research Content Content Choose a recommended title or customize your own Align vs Wunder Train: Which Leggings Are Right for You? B Atictes Compare fabric, performance for your workout style On-Page ® Site Health The Complete Guide to Women's Yoga Leggings 2, Find your perfect fit with fabric guides and sizing tips Best High-Waisted Leggings for Every Body Type Expert recommendations for flattering fits and maximum comfort Trusted by 1000+ marketing teams BRANDS «= dottie momentum 303 See where you appear in Enter your domain (e.g. acme.com) Enter your website to get a free Al visibility report [1] MONITOR Your growth command center. Track how your brand performs across Al platforms and search, connect reflect AGENCIES Audit & soBOLD analytics from GA4 and GSC, and surface insights through an interactive agent. Every data point, perfectly aligned to your GIM strategy. == Care Homes === HomeCare === Elderly Care Track your visibility 100% Monitor your visibility across multiple models and platforms, select which campaigns and Oct 07,2025 products to monitor the location you want to © Care Homes 56.3% Prompts: 447 London, Manchester © HomeCareServices 45.8% e Prompts: 89 6 Elderty Care 36.6% TN 2 Liverpool Dublin 25% Vistitty across Chat, Claude & Perplexty 0% WN ¢ home care servic nursing home costs elderly care at home dementia care facilities retirement home. search. / SEE YOUR GROWTH 88 Dublin, iretand HIE Leeds, UK BE Bristol, UK Dublin dementia care facilities 2 Bristol UK 25% Visibility across ChatGPT, Claude & Perplexity retirement Scottand 0% Get free visibility report. > Sep 30 Oct 06 Oct tt Oct 16 Oct 21 Oct 27 Understand your wil Page Views olf Search Clicks performance wt! User Sessions af Impressions Connect GA4 and GSC to see how search traffic, clicks, and impressions correlate with il Bounce Rate er) your Al visibility. Visualize where organic and Al-driven traffic overlap — and where they diverge. Organic Clicks 12% * Overlap Shared AlMentions Start tracking data > Talk to your data Ask questions, surface insights, and generate reports instantly. The Searchable Agent connects your analytics, visibility, and What campaign data so you can explore performance in plain English. @ Ht > Open the conversation — Start with a 14-day free trial of Pro. Unlock analytics built for Al search workflows. Track performance, share insights with your team, and layer in your existing data sources. Start for free See all plans [@2] CREATE / IDEATE <> CREATE Turn ideas into influence. Generate Al-optimized content (from thought-leadership articles to programmatic blogs) using your brand's own data and tone. | Start creating content dj The Future of Al-Powered Content Creation In today's digital landscape, content creation has evolved from a manual process to an intelligent, data-driven approach. Organizations are discovering that Al can Brand Identity @ Style and Voice Competitor Landscape transform how they ideate, create, and distribute content at scale. Key Benefits + Maintain consistent brand voice across all content + Generate content optimized for search engines Generate a thought leadership article about Al in healthcare| + Scale content production without sacrificing quality By leveraging your brand's unique data and tone, Al- powered platforms can produce thought leadership articles that resonate with your audience while maintaining authenticity. BLACKBIRD "With Searchable, brands move from insight to optimisation instantly, unlocking increased visibility and a competitive edge in AI search" Chris Grimsey, Founder Blackbird Blackbird's favorite features Al Search Optimization Brand Visibility Competitive Edge [@3] OPTIMIZE / FROM SEO TO AEO See how your site performs through the eyes of Al. Analyze content quality, structure, and crawlability to pinpoint what limits your reach. From metadata to model comprehension, Searchable helps you tune every page for maximum visibility. \ Grade my website ) Page URL (4) Issues Technical Content AEO Actions Find Care Homes Near You 3 fj) (8) (#2) https: //lottie.org/care-homes Lottie-Home Care Services Homepage @ ) oO 92 88 90 https: //lottie.org NHS Funding Guide >) 2) 3) 8 65 72, 69 https: //lottie.org/guides/nhs-funding Types of Care Homes > © © 6 @ https: //lottie.org/guides/types CASE STUDY How Momentum cut content planning by 70% with Searchable Momentum used Searchable's Al agent to transform their content workflow, scaling from weekly to daily article production while maintaining quality. { \ | Readcasestudy | om [@4] INTEGRATIONS / CONNECT YOUR STACK Connect Your Entire Stack. Seamlessly integrate with the tools you already use. Publish content, sync data, and automate workflows. ( Start connecting data } 4 it O » 6 Frequently asked questions. What is Searchable? How does Searchable improve Al search rankings? “ Which Al engines does Searchable support? v How much does Searchable cost? Can | try Searchable for free? “ How quickly can | see results? v Tala nnntral af A! caarceh Take control of Al search Join teams who are already optimizing for the future of search. Start your free trial today. Talk to sales Resources Events Company Compare

Knowledge Management & Wikis

Knowledge Base

SEO

Attribution & Marketing Analytics

AI Search & GEO

No-code & Low-code

Workflow Automation

span ABOUT INSIGHTS CUSTOMERS BLOG CAREERS Why surveys fall short in measuring the impact of A1 coding STEPHEN POLETTO, FIELD CTO • NOV 13, 2025 .03 Every week, I talk with engineering leaders who are trying to make sense of what A1 is really doing inside their organizations. They want to know if the investment in A1 coding tools is paying off, if developers are actually faster, and if the quality of code is improving. It sounds like an easy question. Yet when we dig in, most teams admit they don't really know. They have surveys, anecdotes, and dashboards that show adoption rates, but very little evidence of what has changed in the code itself. Surveys have become the default way to fill that gap. They're simple to run and easy to interpret. Ask developers how they feel about A1 tools, ask leaders how much faster they think their teams have become, and you end up with charts that look convincing. But those charts often miss the truth. What the Data Really Shows A study from METR (Model Evaluation and Transparency Research) in July 2025 highlighted this problem clearly. Researchers asked experienced open-source developers to complete real GitHub issues, some with access to A1 coding tools and some without. The outcome was surprising. Developers who used A1 tools took 19% longer to complete the same work. Yet even after experiencing the slowdown firsthand, they still believed A1 had sped them up by 20%. That belief persisted despite the data showing the opposite. Developers genuinely felt faster, even though they were slower. It is a powerful example of how perception-based measures like surveys can be misleading when assessing the real impact of A1 on productivity. The Science Backs It Up This gap between how productive people feel and how productive they are has been observed before in software engineering research. In a Stanford study led by Yegor Denisov-Blanch, researchers asked 43 professional engineers to rate their own productivity in percentile buckets, such as "I'm around the 70th percentile." They then compared those self-ratings to measured productivity based on objective performance data. The correlation between the two was almost nonexistent: R2 = 0.03. In simple terms, self- assessments explained only about 3% of the variance in real productivity. Developers were often off by 30 percentage points or more when estimating their own performance. Denisov-Blanch's conclusion was clear: self-assessment surveys are an inaccurate way to measure developer productivity. If people can't reliably gauge their baseline output, it's nearly impossible to use surveys alone to measure something as complex and variable as the impact of A1-assisted coding. Why Surveys Alone Can't Tell the Full Story I see this play out constantly with customers. Teams run surveys that ask questions like, "How much has A1 improved your productivity?" or "How often do you use A1 for coding?" The responses are interesting, but they rarely align with the data we later observe in the code itself. There are a few reasons for that: 1. Definitions are inconsistent. One developer's "using A1" might mean accepting a single suggestion a day, while another might be shipping entire functions written by an assistant. Without clear definitions, survey results blur those distinctions together. 2. Perception doesn't equal performance. As both the METR and Stanford studies show, humans are poor judges of their own productivity. We tend to over-credit tools that feel helpful, even when they slow us down in practice. 3. Context matters. A1's impact varies across teams, projects, and environments. A small startup building new features might see big gains, while a large enterprise maintaining legacy systems might experience slowdowns. Surveys often miss that nuance. Where Surveys Still Help Despite their limits, surveys still play an important role. When used carefully, they capture the emotional and experiential side of development. They show how developers feel about their tools, where friction lives in collaboration, and what leaders should pay attention to next. At Span, we see surveys as a valuable way to understand the developer experience. They point to where teams are thriving and where they're struggling. But when it comes to measuring the impact of A1 on actual delivery, they aren't enough. Measuring What Actually Hits Production The limitation with existing approaches is why we built span-detect-I our proprietary model that measures A1 adoption directly in the code. It looks at code shipped to production and identifies whether the code was authored by humans or A1, with over 95% accuracy across all A1 tools. This gives teams a verifiable view of A1's real footprint. You can see what percentage of code that's shipping is A1-generated, how that varies by team or project, and how those patterns relate to key metrics such as cycle time, rework, and defect rates. Once you have that view, the right questions become possible: Where does A1 truly accelerate delivery, and where does it slow us down? How much rework or review time is tied to A1-authored code? Are we applying A1 to the right kinds of work, or introducing hidden inefficiencies? When those insights are paired with well-crafted surveys, you get the complete picture: what people feel, and what is actually true. From Feelings to Facts A1 has already reshaped how software is written, but the hardest part is not generating code fasten It is understanding what that change means. Surveys reveal perception. Data reveals performance. As a Field CTO, I see this gap every day. Teams do not just need dashboards. They need clarity they can trust. That means grounding every conversation about A1 impact in verifiable evidence: the code that ships, the quality that follows, and the outcomes that persist. The organizations that get this right do not choose between surveys and data. They combine them. They listen to their developers and validate what they hear against the ground truth. That is how they separate excitement from effectiveness and uncover where A1 is truly helping them build better software. Everything you need to unlock engineering excellence span ABOUT CAREERS CONTACT PRIVACY SIGN IN SECURITY GET A DEMO GET A DEMO @ 2026 ATTUNED INC.

No-code & Low-code

Workflow Automation

Search in screen.