What we test.

If an AI agent can sign up, get a key and call your product from code, we can test it. 21 categories in 7 families.

Web data and search

audited
  • Web scraping and data extraction
  • Web search and grounded answers
  • Agent browsers and sandboxes
  • Contact, company and lead enrichment

“Get this product page as a shopper in Berlin sees it.”

  • Does the agent get the page, location and format it asked for?
  • Do the settings it sends actually apply?
  • Do errors tell it what to change?

Language models and retrieval

  • LLM inference, gateways, fine-tuning and evaluation
  • Vector search, embeddings and RAG
  • Machine translation and localisation

“Index these 200 help articles and return the three that answer this question.”

  • Can the agent pick the right model and options from your docs?
  • Do rate limits and errors explain what to do next?
  • Do results match what the docs promise?

Voice and audio

  • Speech-to-text and transcription
  • Text-to-speech and voice cloning
  • Voice agents and real-time audio

“Transcribe this 20-minute call and label each speaker.”

  • Are language and speaker settings applied, or quietly ignored?
  • Does the agent know when a long file has finished?
  • Do timestamps and formats match the docs?

Documents and vision

  • OCR and document processing
  • Computer vision and video understanding

“Pull the total and every line item from this scanned invoice.”

  • Do tables, fields and line items come back complete?
  • Does the agent know when a page failed?
  • Do output formats match the docs?

Generative media

  • Image generation and editing
  • Video and avatar generation
  • 3D and motion generation

“Turn this product photo into a square image on a white background.”

  • Do size, format and style settings apply?
  • Can the agent tell when a job is still running?
  • Are rejected prompts explained?

Trust, identity and risk

  • Content moderation and AI-content detection
  • Identity verification and biometrics
  • Fraud, risk and AML compliance

“Check this new customer against sanctions lists and return the match score.”

  • Are scores and thresholds explained well enough to act on?
  • Do test and live modes behave as documented?
  • Does the agent handle a “needs review” result?

Data and machine learning

  • Forecasting, prediction and personalisation
  • Data labelling, synthetic data and MLOps
  • Clinical and healthcare AI

“Forecast next month's demand from this sales history.”

  • Can the agent upload data in the format the docs describe?
  • Can it track a job through to the result?
  • Do results include what it needs to act?

Not listed? If agents call it through an API, we can most likely test it. Tell us about it when you request your preview.

Request your free preview

Questions.

Do you need access to our systems or code?

No. We work from what any customer can see: your public docs and a key we buy ourselves.

What do we need to do?

Request your preview with your email and company name. We get in touch to learn about your product and your customers. Nothing else until your preview arrives.

How much does the full audit cost?

We quote it after we go through the preview with you, so the price matches what you need.

Will other vendors see our results?

No. Your findings are shared only with you, and no one can pay for a better score.

Which products can you test?

Any AI product an agent can sign up for, get a key to and call from code. The 21 categories are listed above.

How is this different from a docs review?

A review reads your docs. We show you what actually happened when an AI agent tried to use your product, with the evidence for every finding.

What happens after the preview?

We go through it with you. If you want every finding and fix, we recommend the package that fits.

See where agents get stuck on your product.

Get your free preview report

No commitment. We quote the full audit after the preview.

  • No access to your systems
  • Free, within 2 weeks
  • Findings shared only with you

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Leave your work email and company name. We'll email you to arrange your free preview.

No commitment. Ready within 2 weeks.