Verified European & French domain expertise for AI.
Vimen builds test sets and alignment datasets produced by verified practitioners in regulated domains.
Evaluation and alignment formats tailored to your pipeline.
SFT Pairs (Supervised Fine-Tuning)
Preference Pairs (RLHF / DPO)
Evaluation Benchmarks
What you buy is not a pool. It is a protocol.
Every data point is created by an identified practitioner. None is synthetic, none is anonymous.
An expert pool is replaceable. A verifiable production methodology is not.
Sourcing & Verification
Identity, degree, bar/professional registry verification, company ID. Calibrated knowledge assessment before onboarding. Zero unverified contributors.
Sourcing & Verification
Identity, degree, bar/professional registry verification, company ID. Calibrated knowledge assessment before onboarding. Zero unverified contributors.
The protocol remains identical regardless of the domain. Only the expert changes.
Domain Verticals
Vimen builds verified expert pools per domain, on demand. Sourcing and calibration timeline: two to four weeks depending on profile rarity.
Tax & Corporate Law
Insurance & Banking
Medicine & Healthcare
Engineering
Other Domains
Tax & Corporate Law
Tax attorneys, corporate lawyers, corporate tax counsel, administrative litigation practitioners.
Corporate taxation, EU VAT, tax audit & litigation, transfer pricing, international tax treaties, tax consolidation.
Legal reasoning evaluation, preference pairs, tax test sets.
Insurance & Banking
Actuaries, insurance attorneys, compliance officers, internal control & AML specialists.
Solvency II, Insurance Distribution Directive (IDD), ACPR requirements, AML/CFT, product governance, complex claims.
Regulatory reasoning evaluation, preference pairs, compliance test sets.
Medicine & Healthcare
Hospital physicians, board-certified specialists, pharmacists, clinical researchers.
Diagnostic reasoning, pharmacology, clinical terminology, trial data review, pharmacovigilance.
Clinical reasoning evaluation, preference pairs, medical test sets.
Produced on fictitious or anonymized clinical cases. No real patient data is processed.
Engineering & Industry
Aerospace, energy, embedded systems engineers, certification & industrial maintenance specialists.
Aerospace compliance & certification, nuclear regulations, quality standards, regulated technical documentation.
Normative reasoning evaluation, preference pairs, technical compliance test sets.
Other Domains
The protocol applies to any European regulated domain where accuracy cannot be verified programmatically. Labor law, corporate law, public procurement, sector technical standards.
Describe your domain, we evaluate sourcing feasibility within 5 business days.
Describe my requirementData you can defend.
Encryption, systematic NDA, signed IP transfer, public datacard.
Annotation performed by verified experts residing in the EU. Zero non-EU outsourcing.
Infrastructure hosted in the European Union. GDPR compliant by design.
Inter-annotator agreement measured and published on comparative sets.
Rights assignment signed by every contributor. Enforceable license.
Anticipating Article 10
The EU AI Act mandates documented data governance for high-risk AI training datasets. Corresponding obligations take effect in December 2027.
The traceability Vimen documents today is what these regulations will require tomorrow. Provenance, protocol, contributor qualification, IP chain.
European AI deserves the finest data.
If you deploy a generative system in European regulated domains, you know general models struggle with expert reasoning. Whether training your model or building RAG pipelines, the question remains: where does it fail, and why.
Vimen measures this gap, then produces the data to bridge it.
20 minutes to explore what this means for your use case.