Decide with evidence
Identify strengths, errors and limitations in the situations your users actually encounter.
AI tools · Applications · Robotics
Does your AI product
Does your AI product
deliver on its promises?
A domain expert tests your application or robot in real use. Understand what works, what to fix first and what to check before deploying it.
Automotive01 / 11
Human expertise
behind AI.
Illustrative visuals
What you receive
Evidence to improve your product.
For software publishers, manufacturers and business users: move from impressions to documented findings about the uses that matter to you.
Prioritise improvements
Receive documented findings and prioritised recommendations to guide product improvements.
Check progress
After a correction, another test within a comparable scope can establish what has changed.
Our approach on film
Behind every AI product, a real-world context.
Three short films about the role of human expertise in AI-powered applications.
Observe a property. Question the AI’s analysis.
Three professional worlds
Playback starts automatically with sound off. You can enable it in the player; after all three films, sound is turned off for the rest of the loop.
Promotional films in French. Illustrative scenarios.
Read a summary of the films
Property. An AI-powered property tool is compared with real-world needs: space planning, reading a floor plan, the accuracy of a sales description and the relevance of a rental management assistant’s response. A domain expert questions the analysis and documents its limitations. Scenes and interfaces are illustrative.
Automotive & trackdays. Two laps on a circuit illustrate the evaluation of AI-powered equipment. Simulated speed, brake and accelerator charts, not measured from the footage, and a trajectory diagram raise questions about interpretation and grip. Founder Jean-David Jaïs presents the role of domain expertise in evaluating these analyses and their limitations.
Restaurants & hospitality. An illustrative restaurant scene raises questions about AI-generated menu descriptions, service planning, reservations and missing information. The professional and interfaces shown are fictional; the film presents no measured test result.
Hu-score · functional benchmark
Your product’s value, clearly assessed.
A score out of 100 tied to the tested product, version and uses, backed by findings and priority improvements.
Domain alignment and accuracyUX and adoptionProductivity and time savingsSafety and compliance
Understand the hu-scoreA score requires sufficient evidence and coverage; otherwise the report presents a partial assessment. Not a certification.
What should your product do well?
Describe your AI tool, application or robot and the uses to assess. We define the scope, deliverables and quote with you.
FAQ
Your questions, answered.
What products do you evaluate?
AI tools, AI-enabled applications and physical AI through robotics, in actual professional use. Explore our fields of expertise.
What do I receive?
Documented findings, evidence, priority improvements and a hu-score when tests support calculating it. See our method.
How do I request an evaluation?
Describe your product and objectives. We confirm the expertise, scope, schedule and price before work starts. Tell us about your project.