Know how your AI actually performs.
Measurement against the languages, contexts and users your system will really meet — reported honestly, including when the result is inconvenient.
A benchmark score in English tells you very little about how a system behaves for a customer in Lagos, Nairobi or Jakarta. We build the test sets and assemble the reviewers who can tell you the difference.
What we measure.
Language
Performance across languages, dialects, accents and code-switching.
Cultural context
Whether responses hold up against local norms, register and expectation.
Factuality
Accuracy on local facts, entities, institutions and current conditions.
Reasoning
Whether the system reasons correctly, not just fluently.
Safety
Harmful output, bias and failure modes specific to under-represented groups.
Domain expertise
Judged by practitioners in the relevant profession, not generalists.
Market knowledge
Documents, payments, regulation and processes specific to a market.
Real-world usability
Whether it works for the user with the device and connection they have.
Adversarial testing by people who know where the edges are.
Failure modes are local. The prompt that breaks a system in one language, culture or regulatory context often has no equivalent in another. We assemble reviewers who can find those edges because they live on the other side of them.
Evaluate AI where it will actually operate.
Sovereignty is not only about where infrastructure sits. It is also about who defines whether the AI works.
A bank may run a model hosted outside its country and still need to answer a harder question: does this system work for our customers, in their languages, under our regulations? That judgement has to come from inside the market.
What an evaluation costs.
$10k
Small evaluation
A scoped, one-off evaluation of a single system against a defined set of languages and use cases.
$50k
Enterprise evaluation
Broader coverage across multiple systems, languages and domains, with custom test sets and expert review.
$250k+
Continuous evaluation programmes
An ongoing programme: regression tracking across versions, monitoring and reporting on a standing cadence.
Final pricing depends on language coverage, the size of the test sets and how much expert review the work requires. Tell us the scope and we will quote against it.
Start an evaluation