Independent evaluation
AI audit
Find out if the AI you already run deserves to stay.
An independent evaluation of the AI systems you already have in production. We measure reliability, hallucination rate, bias, security exposure, and real cost on your own tasks, not on a vendor demo. You get a written verdict for each system: keep, fix, replace, or remove.
Deliverables
- A reproducible test set built from your real tasks
- Measured reliability, hallucination, and bias report
- Security and data-exposure review
- True cost analysis per task and per user
- Written verdict per system: keep, fix, replace, or remove
- A prioritized remediation plan your team can execute
Signs you need this
- A vendor renewal is coming and you have no independent evidence it works
- Users quietly route around the AI feature you paid for
- Nobody can say what the system costs per successful outcome
- Leadership asks "is this actually working?" and the room goes quiet
Work wanted
Tell us what you are trying to do and we will say whether this is the right notice.
Write to the labOther notices
Right-tool consulting
LLM, decision model, classic ML, rules, or a human. We map which.
Local AI implementation
AI that never lets your data leave the building.
Hardware + software
The machines, the GPUs, and the software to run them.
Hybrid architecture design
Every task routed to the cheapest intelligence that can do it well.
Human-in-the-loop workflows
AI proposes. Humans verify and decide.
AI governance & training
Written rules for using AI, including when not to.