Expert validation for AI in finance, law, and healthcare.
We put credentialed, practising professionals on your outputs and give you an independent, defensible verdict, so what ships is accurate, sound, and ready for scrutiny.
What expert validation covers
Expert evaluation
Credentialed professionals assess your AI's outputs against the standard their own field is held to.
Edge-case red-teaming
We surface the high-stakes cases where a plausible answer is the wrong one, before your users find them.
Audit-ready evidence
A clear record of what was tested, where it failed, and evidence that qualified professionals reviewed it.
Standards & rubrics
We define what “correct” means for your product: the rubric experts grade against, agreed with you upfront.
Regulatory alignment
Validation mapped to the regimes you answer to, the EU AI Act, FCA, UK GDPR and others, so your evidence supports the standards you're held to.
Ongoing re-validation
As your model and the rules change, we re-check, so your evidence stays current and defensible.
Sounding right isn't the same as being right.
Automated evaluation tells you whether your AI sounds right and stays consistent. It can't tell you whether it is right: whether the advice was suitable, the assessment sound, the answer compliant with rules the model was never taught.
In regulated work, those are the mistakes that carry real cost, and they're exactly the ones generic testing misses. They surface at the moments that matter most: when a customer's risk team won't sign without proof, when an investor asks how you know it's safe, when something's gone wrong and “we check it ourselves” no longer holds. A serious reviewer won't accept the vendor's own sign-off on the vendor's own product.
Catching those mistakes takes someone who holds the professional standard your AI is trying to meet, and to carry weight, the verdict has to come from outside your own team. We put credentialed, practising professionals on your outputs and give you an independent, defensible record your buyers, your board, and your regulators will accept. That's what we provide.
The AI we validate
If your product makes a call a professional would be accountable for, we can check it.
Talk to us →Advisory copilots →
Assistants that give finance, legal, or medical guidance to customers or professionals.
Document review →
Systems that read contracts, filings, or records and extract or judge what's in them.
Decision support →
Models that recommend, triage, or score, where a wrong call carries real consequence.
Diagnostic & clinical →
AI that interprets symptoms, images, or results to support a clinician's judgement.
Compliance & risk →
Tools that screen, flag, or assess against rules, policies, and regulation.
Research & summarisation →
Agents that gather, synthesise, and summarise complex regulated material.
Tell us what you're building.
We'll scope a first validation and give you an honest read on whether you need us.
Talk to us →