Stay ahead of regulatory change. By design.
"A specialized and secure AI orchestrator" is a research project of the FHGR (Univ. of Applied Sciences of the Grisons), with Prof. Joerg Osterrieder as project manager. WeCanGroup SA, represented by Vincent Pignon (CEO), is the implementation partner. A CHF 591,000 project in total, co-financed by Innosuisse on behalf of the Swiss Confederation.
Stay ahead, structurally.
Compliance AI evolves fast. Wecan doesn't just consume what frontier labs ship — we co-design the next generation with academic partners. That's how we ensure the platform is still the most capable in 3 years.
Quarterly product releases included — every scientific advance is integrated into the platform progressively, at no extra cost to customers.
A specialized and secure AI orchestrator
A specialised, secure AI orchestrator for 50–100-page compliance documents — KYC forms, questionnaires, trust documentation, reports, often scanned. AI exceeds 95% accuracy on a one-page form but drops to 70–80% beyond 20–30 pages. With Prof. Joerg Osterrieder and the FHGR team, the aim is 90% on these long documents — digitise, map fields to the institution's systems, pre-fill standard PDF/Excel documents — on the client's own infrastructure. Validation is planned at 3–5 Swiss institutions, with a public benchmark of 100 annotated documents and an open-source evaluation tool.
Coherence across 50–100 pages
Hierarchical attention to track entities from page to page and cut hallucinations (target: −40%).
Zero-shot semantic mapping
Map every field to target systems without months of template configuration, across languages ("beneficial owner" = "ayant droit économique") · target F1 > 85%.
Specialised, sovereign models
Can domain-specialised 7–13-billion-parameter models, deployable on the client's infrastructure, match large general models on these documents?
Backed by Swiss research excellence.
FHGR · Univ. of Applied Sciences of the Grisons
Research partner · project manager: Prof. Joerg Osterrieder · recognised expert on AI data quality, reliability and evaluation for real-world finance use cases.
Innosuisse · Swiss Confederation
Swiss Innovation Agency · accepted and co-finances the project.
Researcher? Compliance officer? Both?
We collaborate with both. Come talk to us.