Four cases from our own production. No anecdotes: every number comes from the same 27-agent environment running today.
Entire client portfolio walked contract-by-contract through the agents: pricing, indexation, additional-work rules, escalations. €2.6M flagged as recoverable — invisible in manual sampling.
Every invoice line matched against contract, hours and delivery. What's missing, what's duplicated, what's under-billed — non-stop. The remainder (1.4%) goes to human review with evidence attached.
New objects added to the portfolio: contracts, safety plans, work instructions, key dossiers. From a PDF stack to searchable, structured knowledge the agents can reason over.
Contract documents, annexes, side letters, correspondence. Not just stored: parsed, linked to the right entity and available as context for every agent decision.
All numbers come from a single production environment. Portfolio amounts are anonymised, but counts (documents, hours, agents) are read directly. Signal amounts are 'recoverable, flagged' — final recovery depends on human decisions and client dialogue.
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