Research6 min read
Why Multi-Agent Systems Beat Single-Model Copilots in Finance
Specialisation, governance and auditability — the three properties that separate a demo from a production intelligence layer.
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Research notes, product thinking and market structure analysis from the FREYA team.
Specialisation, governance and auditability — the three properties that separate a demo from a production intelligence layer.
Real-time data solved distribution. It did not solve decisioning. We map the seam between analysis and execution.
Limits, review gates and lineage: a practical control framework for agents operating inside regulated portfolios.
If a user cannot see why a recommendation was made, they will not trust it — and they should not.
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