AI impact
What AI actually changes for your business.
AI is moving from experimentation into the core of products and operations. We provide independent advice on what that means for your business — commercially, in product and across technology — and due diligence on whether the systems behind it can be relied on.
What we assess
Six questions that separate real capability from a demo.
An AI feature that works in a showcase can still be fragile in production. Our review covers the dimensions that determine whether an AI system is dependable, defensible and economical at scale.
Use, autonomy & oversight
Where AI is actually used, how it decides and acts — and where the boundaries of autonomy, human oversight and failure recovery sit.
Model & vendor dependencies
Which models and providers the system depends on, how switching, pricing and availability risk is managed, and what breaks if a vendor changes.
Data, retrieval & grounding
Where the knowledge comes from, how it is kept current, and whether outputs can be traced back to evidence your business can trust.
Evaluation, safety & guardrails
How quality is measured, how regressions are caught before customers do, and how prompt injection, misuse and data leakage are contained.
Cost & unit economics
Token, infrastructure and human-in-the-loop costs per interaction — and whether the economics hold at the scale the plan assumes.
Governance & compliance
Model usage policies, data residency and retention, audit trails and the regulatory posture the system needs as it reaches customers.
How we work with you
Standalone or part of the full picture.
AI reviews can run as a focused engagement on their own, or be integrated into the technology and product streams of a broader transaction review — one evidence register, one consolidated report.
Our approachFOR INVESTORS
Know what the AI actually does.
Test the claims behind the AI narrative: real capability, hidden dependencies, safety posture and the true cost to serve.
FOR BUILDERS
Ship AI you can stand behind.
Strengthen evaluation, guardrails and governance before customers, auditors or acquirers ask the hard questions.
Your next decision