Pay only for what you use. Transparent LLM cost + 45% platform fee. No subscriptions, no commitments. Or buy credits upfront for a bonus.
AEO tools track if AI mentions you. API testing tools check if your code works. We test if AI can actually buy and use your product.
| Feature | Agent Readiness |
Scrunch (AEO) |
Profound (GEO) |
Postman (API Test) |
|---|---|---|---|---|
| Discovery & Visibility | ||||
| Simulates AI agent buying your product | ✓ | ✗ | ✗ | ✗ |
| Tracks AI mentions / citations | ✗ | ✓ | ✓ | ✗ |
| Multi-model testing (GPT + Claude + Gemini) | ✓ | ✓ | ✓ | ✗ |
| Competitive head-to-head comparison | ✓ | ✓ | ✓ | ✗ |
| Agent Buying Funnel | ||||
| 5-stage funnel simulation (discover → integrate) | ✓ | ✗ | ✗ | ✗ |
| Agent preference ranking with trust signals | ✓ | ✗ | ✗ | ✗ |
| Integration plan generation | ✓ | ✗ | ✗ | ✗ |
| Causal variant analysis (blind + reorder tests) | ✓ | ✗ | ✗ | ✗ |
| Product Operability | ||||
| CLI / API operability scoring (6 dimensions) | ✓ | ✗ | ✗ | partial |
| Non-interactivity detection (blocks agents) | ✓ | ✗ | ✗ | ✗ |
| API documentation quality assessment | ✓ | ✗ | ✗ | ✓ |
| Sandbox execution testing | coming | ✗ | ✗ | ✓ |
| Diagnostics & Output | ||||
| Root cause analysis + engineering-ready fixes | ✓ | partial | partial | ✗ |
| Full agent reasoning traces | ✓ | ✗ | ✗ | ✗ |
| PDF / HTML diagnostic report | ✓ | ✓ | ✓ | ✗ |
| Transparent token cost tracking | ✓ | ✗ | ✗ | ✗ |
| Pricing | ||||
| Free tier | ✓ | ✓ | ✓ | ✓ |
| Pay-as-you-go with cost transparency | ✓ | ✗ | ✗ | ✗ |
| Starting price | $0.73/eval | $100/mo | $99/mo | $0 (free) |
Bottom line: AEO/GEO tools tell you if AI talks about you. Postman tests if your API works. We test if AI agents can discover, choose, and successfully integrate your product. Different question, different tool.
No commitment. Pay only for what you use. We pass through LLM costs at a transparent 45% markup.
Each evaluation uses LLM API tokens. We show you the exact token cost and add a 45% platform fee. You see every dollar before you spend it.
| Evaluation Type | LLM Cost | Platform Fee (45%) | You Pay |
|---|---|---|---|
| Single run (1 model, 3 vendors) | ~$0.50 | ~$0.23 | ~$0.60 |
| Full matrix (3 models, 45 runs) | ~$8.00 | ~$3.60 | ~$11.60 |
| Full matrix + CLI operability | ~$12.00 | ~$5.40 | ~$17.40 |
Costs shown per evaluation. Actual cost depends on vendor count and document length. Every evaluation shows real-time token usage and cost in the dashboard.
Buy credits upfront and get a bonus. Use them anytime — no expiration.
Credits never expire. Deducted automatically per evaluation at the pay-as-you-go rate.
Automatically re-run evaluations monthly. Track your agent readiness score over time.
We believe in showing our work. Every evaluation displays the exact LLM costs — it also doubles as a measure of how agent-friendly your product is.
High token usage means your product takes more effort for agents to understand. Lower costs = simpler docs = more agent-friendly. Your token bill is a direct measure of agent readability.
If your evaluation costs $15 but a competitor's costs $6 for the same task, agents are spending 2.5x more effort parsing your materials. That's a concrete optimization target.
An evaluation is one complete run of the agent buying simulation for your product against a set of competitors on a given task scenario. The Free plan runs 1 model; Pro runs 3 models across all vendors (the full 45-run matrix).
Yes. Each evaluation can target a different product URL. Pro users can run unlimited evaluations across any number of products.
We run GPT-5.4 (OpenAI), Claude Opus 4.6 (Anthropic), and Gemini 3.1 Pro (Google). Each model independently discovers, evaluates, and ranks vendors to avoid single-model bias.
Yes. All plans include full API access. See our API Reference for details.