Location
Send a city to see the page as a visitor there would.
Set city as City, Region, Country.
We test how well AI agents can use your product.
Agents are already reading your docs.
When your product trips an agent up, there is no ticket. It picks the next API.
79xgrowth in AI agent traffic in 2025. HUMAN Security
66%of traffic to Mintlify-hosted docs comes from agents. Mintlify
40%of enterprise apps will include AI agents by the end of 2026. Gartner
Only1 in 4developers design their APIs with AI agents in mind. Postman
See where an agent gets stuck.
Web data is from a real audit, vendor anonymised and simplified. Voice and documents are illustrative.
A web-scraping API, from a real audit“Get this shop page as a visitor in Berlin sees it.”
1POST /scrape
2{
3 "url": "https://shop.example/product/48",
4 "city": "Berlin, Germany"
5}
1← 200 OK
2 "status": "success"
3 served from Tokyo, Japan
ScrutifAI agent flagged line 3
Wrong city, reported as success.
The city was slightly off the documented format. The API accepted it, served Tokyo and never said so.
The fix: return an error when you can't serve the city asked for.
A speech-to-text API, illustrative“Transcribe this sales call and label each speaker.”
Speaker labels
Tell each voice in a recording apart.
Set speaker_labels to true.
1POST /v1/transcribe
2{
3 "audio": "sales-call.mp3",
4 "speaker_labels": true
5}
1← 200 OK
2 Speaker 0: Thanks for joining.
3 Speaker 0: Happy to be here.
4 Speaker 0: So, about pricing…
ScrutifAI agent flagged lines 2 to 4
Setting accepted, never applied.
Two people spoke. Every line came back as one speaker, and nothing said why.
The fix: reject options you can't apply, or say they were ignored.
A document-parsing API, illustrative“Pull every line item from this scanned invoice.”
404. This page has moved.
The quickstart links nowhere, so the agent finds an older copy through search.
Old copy: set tables to true.
1POST /v1/parse
2{
3 "file": "invoice-1182.pdf",
4 "tables": true
5}
1← 200 OK
2 "line_items": [3 items],
3 "warnings": []
ScrutifAI agent flagged line 2
Half the invoice, no warning.
The invoice has seven line items. Three came back, and the response said nothing was wrong.
The fix: flag what you couldn't read, and forward old docs addresses.
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Within 2 weeks, with no access to your systems.
Get your free preview reportScrutifAIAgent integration audit, free preview
Major finding
01Docs contradict actual behaviour
- We asked
- Return a search's summary panel and three suggested searches.
- Should return
- The same section names on every run, as the docs promise.
- Came back
- Four identical searches, four different layouts.
FixUpdate the search docs to match live responses and state that section names can change.
More findings and fixes
Sample from a web-scraping API audit. Your preview covers your own product.
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