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AI Visibility Scorecard

Cantrip

Cantrip

Unclaimed

cantrip.ai · Professional Services

Somewhat visible. AI bots can read Cantrip, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 8 times

Meta AI · Apple Intelligence · ChatGPT

#120,333 of 498,618 in Professional Services for AI visibility

5

AEO Visibility

i

Borderline · 5.2/10

25

Muse Index Score

i

AI agent readiness

Basic · 25/100

4

AI Adoption

i

Basic · 4/100

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About Cantrip

from our crawl and measurement

Cantrip is a business whose own site puts it this way: "The business brain for technical founders. Describe your product, get a clear path to your first 100 users." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (FAQPage), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.

AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT) and Meta AI.

Industry · Professional Services
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

8

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

2

Forum and community discussion.

Social Mentions

0

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.2/10, Cantrip has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

What is Cantrip, exactly?

Cantrip is a go-to-market engine that you can use or your Claude agents can use to understand how to connect your ideas to real customers. It builds a Context Graph — a structured, persistent map of your business, customers, competitors, and channels — then runs GTM workflows on top of it: deep research, competitive analysis, positioning frameworks, channel strategy, and action plans. Use it as a web app for hands-on GTM planning, or connect it to Claude Code via MCP to make your dev workflow marketing-aware — same engine, same Context Graph, two ways in. Not a chatbot. Not a report generator.

Where does the market data come from?

Cantrip uses agent orchestration to crawl public data, run deep research across the web, and synthesize what it finds. It's not just reasoning from what you told it — it actively goes out and gathers real information about your competitors, your customers' communities, market trends, and channel opportunities. Think of it as a research team that works in minutes instead of weeks.

What do I actually get for $19?

200 credits — enough for a full ideal customer profile analysis, a positioning draft, and channel recommendations. A typical first session uses around 150-180 credits.

Is there a free trial?

No. The $19 tier is designed to be low-risk enough to just try it. You get real, usable output from your first session — not a teaser.

Who owns my data?

You do. Everything you put in and everything Cantrip generates belongs to you. We don't train on your data. You can export your full Context Graph or delete your account and all associated data at any time.

How is this different from just asking ChatGPT?

Three things. First, Cantrip doesn't just reason — it researches. It crawls real data, analyzes real competitors, and finds real communities where your customers hang out. Second, it builds a persistent Context Graph that gets smarter over time. Third, it runs structured GTM workflows — not generic responses.

Who is this for?

Technical founders who've built something and need to figure out how to market it. Pre-launch or post-launch. B2B SaaS, developer tools, consumer apps, services — if you have a product and need a go-to-market plan, it's for you.

Is this a real engine or just three Claude Codes in a trench coat?

Fair, fair. Cantrip is the first agent-to-agent go-to-market engine — but this is very early days. We're looking for early adopters who can deal with rough edges and help us shape the product. If you join our Discord server and chat with Austin, and you match our ideal customer profile, he may give you free credits in exchange for your valuable feedback.

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Picked for Cantrip: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/cantrip-ai

Cite this score: Engagemii (2026). "AEO Score for Cantrip." Retrieved from https://engagemii.com/aeo/brands/cantrip-ai

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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