Like SEO, but for AI agent purchasing

Your AI Agent
Conversion Rate Is 12%.
Your Competitor’s Is 48%.

We simulate AI agents buying your product — from discovery to integration — and show exactly where the funnel breaks. Then we tell you how to fix it.

AEO tools tell you if AI mentions your content. We measure if AI can actually buy and use your product — and compute your agent conversion rate.

No signup required · Results in 2 minutes · Pay as you go from $0.73/eval

Evaluating products from

Email APIs Databases Deployment CI/CD Observability Payments

We Test If Agents Can Actually Buy & Use Your Product

AEO tools track AI mentions. We simulate the entire purchasing journey — from discovery to integration.

🛒

AI Buyer Simulation

We run GPT, Claude, and Gemini through a 5-stage buying funnel: discover, understand, prefer, plan, and execute. Against your product and competitors. Simultaneously.

🛠

CLI & API Operability

Can an agent actually npm install your SDK and send a request? We score 6 dimensions: non-interactivity, determinism, output parsability, error clarity, time-to-success, and scriptability.

🎯

Engineering-Ready Fixes

Not vague advice. Specific fixes: “Add --output json flag” or “Simplify auth to one env var.” Your team can ship improvements this sprint, not next quarter.

From URL to Actionable Fixes in Minutes

Five steps to a complete agent readiness assessment.

1

Submit Your Product URL + Competitors

Enter your website, up to 5 competitors, and the task scenario you want evaluated. Takes 10 seconds.

2

AI Agents Discover Vendors

Multiple LLM models independently discover your product, read your docs, pricing, and feature pages as a potential buyer would.

3

Agents Rank by Fit + Trust

Each agent forms a preference ranking based on feature match, documentation quality, pricing clarity, and integration complexity.

4

Agents Plan the Integration

Agents draft step-by-step implementation plans, testing whether your APIs and CLI tools are machine-operable.

5

Get Your Score + Fixes

Receive scores across all funnel stages, competitive comparison, root-cause diagnosis, and prioritized engineering recommendations.

We Go Beyond Content Optimization

Most AEO tools stop at visibility. We start where they end.

What AEO tools do

  • Track if AI models mention your brand
  • Monitor citation frequency and position
  • Optimize content for AI-generated answers
  • Measure visibility across LLMs
  • Suggest keyword and content changes

What we do

  • Simulate an AI agent buying your product end-to-end
  • Test if agents can install, configure, and use your tools
  • Diagnose exactly where your buying funnel breaks
  • Score CLI and API operability across 6 dimensions
  • Deliver engineering-ready fixes your team can ship today

Comprehensive, Multi-Model Assessment

5 Stages
Buying Funnel
Discovery → Comprehension → Preference → Executability → Integration
3 AI Models
Model Coverage
GPT, Claude, Gemini — diverse perspectives on your product
6 Dimensions
CLI Operability
Non-interactivity, Determinism, Parsability, Error Clarity, Time-to-Success, Scriptability

Real Evaluations, Real Insights

See how leading developer tools perform when AI agents try to buy them.

Email APIs

SendGrid vs Resend vs Postmark

We ran three AI agents through a full buying simulation for transactional email. Product clarity beats product breadth.

Read evaluation →
Databases

Supabase vs Firebase vs Neon

AI agents evaluated three database platforms. Single-command setup wins the agent buying funnel every time.

Read evaluation →
Payments

Stripe Agent Readiness

Even the gold standard has agent readiness gaps. More docs does not equal more agent-friendly.

Read evaluation →

Your Competitor’s Agent Score Is Higher

Find out why. First eval free. Then pay as you go — from $0.73/eval.

See Your Agent Readiness Score →