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A 26-day monitoring cycle, compressed to three

$8B+ alternative asset manager

263

Days, end-to-end cycle time

8×

Effective monitoring frequency on the same headcount

100%

Judgment decisions still made and approved by a human

  1. 01Documents arrive24 handoffs before
  2. 02Agents transportand verify
  3. 03Exceptions rankedby materiality
  4. 04Human judgmentdecision points

Transport and verification automated; judgment and accountability kept human

The situation

A core portfolio monitoring process ran 26 days end to end — not one slow step but two dozen handoffs, each waiting on a person to pull a document, check it against another, and pass it along. Because the cycle was longer than the month, the firm was structurally always looking at a stale picture of its own portfolio.

What we built

  • 01A process teardown first — every handoff mapped, timed, and classified as judgment, verification, or transport
  • 02An agentic workflow executing the transport and verification steps end to end, with retries and escalation
  • 03Human approval preserved at the genuine judgment points — automation removed waiting, not accountability
  • 04Exception queues ranked by materiality, so analysts keep the interesting 5% of the work
  • 05Cycle-time instrumentation so the next bottleneck is visible the moment it becomes one
The transferable lesson

Most “slow process” problems aren’t slow steps — they’re waiting. Map the handoffs before choosing a model, and the highest-value automation is usually unglamorous: moving documents and checking them against each other, reliably, at three in the morning.

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