KnitKnot
You are reading the agent-optimized layer of this page: the literal markdown we serve to AI crawlers and assistants, shipped in the page source of every visit. Making sure AI reads the right facts about a company is literally what KnitKnot does.

# KnitKnot

AI Presence Management. Benchmark how AI models compare your company to competitors in real buyer evaluations, find the gaps, and fix them.

## What KnitKnot does

When B2B buyers research software, they ask ChatGPT, Claude, Perplexity, and Gemini to compare vendors. KnitKnot benchmarks exactly what those AIs say about a company versus its competitors, scores every response at the claim level, flags what is wrong or missing, and produces a prioritized playbook of content fixes.

## How it works

  • - Benchmark: real buyer comparison prompts, grounded in Google search queries with monthly volume data, run across ChatGPT, Claude, Perplexity, and Gemini.
  • - Score: captured responses are evaluated for competitive outcome, feature accuracy, sentiment, positioning, and source quality, with claim-level evidence available for review.
  • - Attribute: a claim is bound to a source only when the captured response exposes a reliable citation signal. Otherwise attribution remains empty.
  • - Fix: recurring gaps become persistent issues and evidence-grounded create, revise, or repair playbooks.
  • - Track: compare later full benchmarks to the recorded before-state and inspect observed score, answer, citation, and issue changes without assuming causality.

## Key facts

  • - AI Presence Score: 0-100 composite of how favorably AI represents a company in head-to-head evaluations.
  • - Engines benchmarked: ChatGPT (OpenAI), Claude (Anthropic), Perplexity, Gemini (Google).
  • - Scale to date: 39,000+ head-to-head feature comparisons scored; 16,215 misrepresentations caught in 13,217 scored AI answers; 147K citations traced to the exact claim each supports.
  • - Claim conclusions use available company facts, receipts, and validation gates; missing evidence remains unverifiable rather than being treated as false.
  • - First benchmark is free, no contract.

## Key concepts

  • - Named-first rate: how often a company is the first vendor AI recommends in a compare prompt.
  • - Mention share: percentage of the AI's answer devoted to a company vs. competitors.
  • - Real-search grounded prompts: comparison prompts derived from actual Google queries with monthly search volume, not synthetic templates.
  • - Swap test: every prompt is validated for symmetry; swapping the company and competitor positions should not change the evaluation outcome.

## Who it is for

B2B companies in competitive markets whose buyers use AI to research and shortlist vendors: software, infrastructure, and professional services. Used by marketing, product marketing, and revenue teams.

## For agents

## Resources

## Company

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Privacy Policy

Last updated: July 11, 2026

1. What we collect

  • Account information: name, email address, and company name when you sign up or join the waitlist.
  • Usage data: pages you visit on knitknot.ai, features you use in the app, and benchmark results associated with your account.
  • Analytics data: we use Google Analytics to understand traffic patterns. This includes anonymized IP addresses, browser type, and referring pages.

2. How we use it

  • To provide and improve the KnitKnot service.
  • To run benchmarks on your behalf and deliver results.
  • To communicate product updates, changelogs, and support responses.
  • To analyze aggregate usage trends and improve the product.

3. What we don't do

  • We do not sell your personal data.
  • We do not share your benchmark results with other companies.
  • We do not use your data to train AI models.

4. Third-party services

We use the following services that may collect information:

  • Google Analytics — website traffic analytics.
  • Cloudflare — CDN, security, and performance.
  • AI model providers (OpenAI, Anthropic, Google, Perplexity) — to run the benchmarks you request. Prompts include your company and competitor names; responses are stored in your account.

5. Cookies

Our website uses analytics cookies (via Google Analytics) to understand how visitors use the site. We use Google Consent Mode: analytics cookies are stored only if you accept them in the cookie banner shown on your first visit. If you decline, no analytics cookies are stored on your device — we may still receive anonymous, aggregated measurement data that does not identify you. You can change your choice at any time by clearing this site's cookies/local storage in your browser, which brings the banner back. We do not use advertising or cross-site tracking cookies.

6. Connecting your Google Analytics account

If you choose to connect your Google Analytics 4 property, KnitKnot uses Google OAuth to obtain read-only access (the analytics.readonly scope). We access only:

  • Your GA4 account and property names, so you can choose which property to track.
  • A daily, aggregated report of sessions referred to your site from AI assistants (e.g. ChatGPT, Perplexity, Gemini, Copilot, Claude), broken down by source and landing page. Google returns aggregate counts only — no individual visitor identities or personal data.

We use this data solely to display your AI-referred traffic inside your own KnitKnot dashboard, alongside your AI Presence Score. Your Google access token is stored encrypted at rest and used only to run the daily sync; the resulting daily aggregates are stored in our database. You can disconnect at any time in Settings → Integrations, which revokes our access and deletes the stored token. Email support@knitknot.ai to request deletion of collected traffic history.

KnitKnot's use of information received from Google APIs adheres to the Google API Services User Data Policy, including the Limited Use requirements. We do not use Google Analytics data to serve advertisements, do not sell it, do not transfer it to third parties except as necessary to provide the KnitKnot service (and never for advertising), do not use it to train generalized or AI models, and limit human access except with your consent, for security or compliance, or as required by law.

7. Data retention

We keep your account data for as long as your account is active. Benchmark results are retained for the life of your account. You can request deletion at any time.

8. Your rights

You can:

  • Access the personal data we hold about you.
  • Request correction or deletion of your data.
  • Opt out of marketing communications.
  • Export your benchmark data.

9. Contact

For any privacy-related questions or requests, email hello@knitknot.ai.