The mandate
An emerging private-credit manager focused on sponsor-backed first-lien and unitranche direct lending, with a concentrated portfolio and a lean investment and operations team.
The operating constraint
The same professionals originate and underwrite new loans, digest monthly and quarterly borrower reporting packages, answer DDQs, and maintain the fund’s books. Compliance certificates arrive in heterogeneous formats, EBITDA add-backs drift from the definitions in each credit agreement, and amendment and waiver history lives in email. Early signals — shrinking covenant headroom, PIK migration, liquidity stress — compete with live deals for attention, and each LP request forces the same portfolio narrative to be reconstructed by hand.
The multi-agent architecture
A document-intake agent tracks every reporting package against the credit agreement’s delivery calendar and parses financial statements and compliance certificates with layout-aware table extraction. A covenant specialist applies reviewer-approved, agreement-specific definitions on a deterministic calculation engine — arithmetic is never delegated to the language model — and scrutinizes add-backs against permitted caps. A risk agent proposes internal risk-rating migrations, flags non-accrual and PIK-toggle signals, and maintains an amendment and waiver ledger. A verifier agent cross-checks every figure before an IR agent drafts ILPA-aligned commentary grounded, via retrieval-augmented generation, only in approved portfolio records.
The work product
- A borrower reporting calendar with a missing-deliverable and late-certificate register
- Agreement-specific covenant calculations with headroom trends and add-back reconciliation
- A consolidated exception queue, proposed risk-rating migrations, and a live watchlist
- ILPA-aligned LP commentary and DDQ responses linked to approved portfolio records
The operating shift
The intended result is a repeatable surveillance cadence proportionate to the firm’s scale. Partners see which credits warrant attention and why; LP reporting reuses reviewed portfolio work rather than rebuilding it. Institutional rigor no longer depends on adding layers of manual coordination to tell the same story to each audience.
Human-in-the-loop governance
Portfolio managers approve covenant calculations, risk-rating changes, non-accrual designations, and watchlist movements; compliance approves all external LP reporting.