For AI Labs

Expert human evaluation
scaled across Europe.

RLHF, red-teaming, and domain-expert evaluation. University-verified talent across 23 European languages.

120K+ Evaluators
100+ Universities
23 European Languages

120,000+

Verified Evaluators

100+

Partner Universities

23

European Languages

2 weeks

To Launch a Pilot

120,000+

Verified Evaluators

100+

Partner Universities

23

European Languages

2 weeks

To Launch a Pilot

Why Sovrano AI

Built for AI labs that take data seriously

The Network

Europe's largest university evaluation network

We partner with EFMD and 100+ European universities to source domain experts at scale.

  • EFMD-certified partner
  • 23 European languages
  • 120,000+ verified evaluators
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tum
whu
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Corporate Finance
Portfolio Theory
Macroeconomics
Risk Management
ESG Reporting
Supply Chain
Operations
HR Strategy
Procurement
Business Analytics
Tax Advisory
Wealth Management
Marketing Strategy
Brand Management
Digital Advertising
Market Research
Product Management
Consulting
Competitive Analysis
Content Strategy
Growth Strategy
Investor Relations
Mergers & Acquisitions
Private Equity
EU Regulatory
GDPR Compliance
Contract Law
Data Engineering
Financial Modelling
Audit & Assurance
Business Intelligence
Sustainability
Corporate Governance
Actuarial Science
Quantitative Analysis
Venture Capital

Talent

23 of the top 25 European MBA programmes

Thousands of young professionals across finance, accounting, marketing, HR, legal, and engineering. Native speakers in 23 European languages. Graduate-level domain expertise you can't get from a crowdsourcing platform.

  • 120,000+ verified evaluators
  • Average 2.9 languages per evaluator
  • 73% hold a Master's degree or higher

Speed of Execution

First meeting to live project in 2 weeks

We don't spend months on procurement cycles. You tell us what you need, we scope it, match the right evaluators, and start producing data. Two weeks from handshake to first delivery.

  • Dedicated project lead from day one
  • Pre-vetted evaluators matched to your domain
  • Pilot batch delivered within the first week of work
Project Timeline On track
Day 1 Kickoff call & scope alignment
Day 3 Evaluator team matched & briefed
Day 5 Pilot batch in progress
4
Day 10 First delivery + quality review
5
Day 14 Full production at scale

Data Services

What we produce for AI labs

RLHF preference data

Pairwise rankings from professionals who understand what "better" means in finance, legal, consulting, and management.

High-stakes reasoning

Expert SFT datasets

Instruction-response pairs crafted by domain experts, not written to pass a rubric, but to reflect real professional judgment.

Domain-accurate

Multilingual evaluation

Native-language scoring across 23 European languages. Professional-context fluency, not translated, not approximate.

23+ languages

Red-teaming & stress testing

Adversarial prompts from people who know what a hallucination in a financial model or strategy document actually looks like.

Business-domain safety

Reasoning benchmarks

Private evaluation sets for complex business reasoning: case analysis, trade-offs, ambiguous strategy prompts.

Custom & private

Long-form content evaluation

Quality scoring for reports, memos, and proposals, evaluated by professionals who produce this content daily.

Professional writing

The Pilot Journey

1

Book a Call

30-minute scoping session to understand your model requirements and data needs.

2

We Scope the Pilot

Our engineers define the evaluation framework and select the optimal student pool.

3

Start in 2 Weeks

Launch your first task batch with dedicated project management and quality oversight.

Frequently Asked Questions

What is the minimum pilot size?

We typically start with a 2-week pilot batch to establish quality benchmarks and alignment protocols before scaling. Minimum pilot is €5,000.

How do you ensure data quality?

We use a multi-stage verification process including cross-evaluation, gold-standard monitoring, and PhD-level auditing.

Which languages do you support?

All 23 official EU languages plus regionalized variants. Our main non-EU languages: UK English, US English.

Is your infrastructure GDPR compliant?

Yes, all data processing occurs within EU-based AWS regions with strict IP masking and data residency protocols.

Ready to evaluate with precision?

No commitment. No sales pitch. Just a conversation.

Book a Pilot Call