AI assessed by someone who truly knows the field.
Huxpert tests your AI’s responses and behaviour in their professional context. You receive precise findings, evidence and recommendations to improve your product.
Human expertise
behind AI.
Concept illustrationMeasure what AI can really do.
A plausible answer is not enough. HUXPERT defines the scope, brings in relevant expertise, documents evidence and delivers findings in a format people and machines can understand.
Evaluate
Assess a system’s quality within a defined scope.
Verify
Have an expert review an answer, analysis, image, video or decision.
Challenge
Identify limitations, errors, ambiguities and situations where AI should refrain from answering.
Compare
Assess different models, versions or applications against the same criteria.
From the AI model to the finished product.
HUXPERT works across different technical architectures.
AI model
Language, vision, audio, multimodal, predictive and specialised models.
Key question: “Is the generated answer correct?”
AI application
Software, mobile apps and professional tools integrating one or more AI systems.
Key question: “Does the product work in its intended context?”
AI agent
A system able to plan, decide and call on tools or people.
Key question: “Does it know when to ask for expertise, and whom to ask?”
A range of expertise designed to grow.
Automotive, real estate, music, catering, cleaning and gardening are pilot fields. Other specialities are areas for future development: available expertise is checked for every enquiry.
Automotive & Motorsport
- Mechanics
- Diagnostics & OBD
- Electrical / electronic systems
- Bodywork
- Parts & stock management
- Tools
- Technical documentation
- Motorsport & telemetry
- Classic / collectible vehicles
Real Estate, Architecture & Construction
- Property inventories
- Property inspection
- Architecture
- Interior architecture
- Construction & renovation
- Materials
- Visible defects
- Works handover / inspection
Industry & Engineering
- Mechanics
- Machining
- Maintenance
- Robotics
- Automation
- Electronics
- Quality control
Energy & Environment
- Electricity
- Solar photovoltaics
- Batteries
- Heating / air conditioning
- Hydraulics
- Energy management
Agriculture & Rural Activities
- Agriculture
- Viticulture
- Farm machinery
- Irrigation
- Livestock
- Soil / crops
Music, Audiovisual & Culture
- Reggae
- Musical genres
- Discography
- Audio production
- Photography / video
- History / heritage
Sport & Performance
- Motorsport
- Team sports
- Individual sports
- Video analysis
- Equipment
- Performance
Commerce, Products & Luxury
- Retail
- Sourcing
- Products
- Compatibility
- Textiles
- Watches / jewellery
Technology & Computing
- Software
- Hardware
- Networks
- Cybersecurity
- IoT
- AI / ML
- QA
Science & Technical Expertise
- Physics
- Chemistry
- Biology
- Geology
- Materials
- Mathematics
Finance, Insurance & Accounting
- Accounting
- Finance
- Insurance
- Risk
- Document review
Law, Compliance & Regulation
- Sector-specific law
- Contracts
- Compliance
- Standards
- Regulation
Transport, Logistics & Mobility
- Automotive
- Rail
- Aviation
- Maritime
- Logistics
- Transport
Food, Gastronomy & Hospitality
- Cooking
- Pastry
- Baking
- Wine
- Catering
- Hospitality
Arts, Crafts & Skilled Trades
- Cabinetmaking
- Joinery
- Ceramics
- Metalwork
- Catering
- Arts
Health & Medical Science
- Documentation
- Terminology
- Research
- Medical devices
- Specialist validation
Other fields
- Can’t see your speciality?
- Tell us what you need.
- HUXPERT will look for the relevant expertise.
A scope based on your objective.
1. Understand
Your product, the uses to check, the risks and the available evidence.
2. Propose
A protocol, timeline and fee agreed before work begins. The test volume follows the scope.
3. Report
A clear report, documented issues and prioritised recommendations.
From your needs
to the evaluation report.
A six-step process developed with you and the domain expert. The scope and depth of testing are agreed at the outset.
Understand your needs
We clarify the product, its users and the situations you want to evaluate.
Identify the expertise
We identify the professional skills suited to your context.
Define the protocol
We agree on criteria, scenarios, expected evidence and the limits of the assignment.
Carry out the tests
The expert examines the selected situations and documents the observed results.
Analyse the findings
Each finding is compared with the expected behaviour, with a confidence level and any qualifications.
Deliver the report
You receive a summary, evidence and recommendations, followed by a discussion of next steps.
A precise finding.
Evidence. A stated limit.
For Topdon, Huxpert turns user feedback and a MINI Cooper S diagnostic report into precise, verifiable criteria.
Find saved vehicles
Re-entering the VIN and finding previous scans is described as cumbersome. The report defines a multi-vehicle workflow to test.
Track changes
The user wants fault statuses to update without restarting each scan. This behaviour still needs to be reproduced on the configuration used.
Explain missing statuses
Five rows in the export have no status. The recommendation: make missing data explicit and compare the screen with the export.
Example based on documents and user feedback. Huxpert has not carried out a new Topdon test; no AI feature was evaluated from this export alone.
Do you develop AI or an application that uses it?
HUXPERT works at the level that matters for your product: model, feature, complete application or agent system.
Before deployment
Identify a system’s limitations before it goes live.
After an update
Assess whether a new version actually improves the product.
On an ongoing basis
Design recurring human review suited to the level of risk.
Your professional experience can help evaluate AI.
HUXPERT is gradually building a network of qualified, independent specialists.
The HUXPERT profile
Field, specialities, skills, experience, location, availability, qualification level and assignment history.
Selection based on expertise
Skills and experience are reviewed before an assignment. Its scope must match what the professional can actually assess.
Offer my expertiseOur expertise grows over time.
The Huxpert network grows through new connections and needs. New specialities will complement the fields presented here.
Catering
Cooking, organisation, professional practices and evaluation of content or industry applications.
Cleaning & Maintenance
Domestic and communal cleaning, methods, products and service quality checks.
Gardens & Growing
Maintenance, cultivation, equipment, practices and review of recommendations.
Tell us what your AI needs to do.
You do not need to know which expertise is required beforehand. HUXPERT can start with the problem and define the assignment’s scope.
You can also email us directly at [email protected].