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 that both originates and monitors.
The operating constraint
The same professionals must find the next loan and watch the current book. Origination depends on knowing which sponsor-backed companies face a maturity, a repricing, or a lender change, and which sponsors the firm already knows; that information sits in BDC filings, sponsor announcements, and the partners’ memory. Meanwhile, compliance certificates arrive in heterogeneous formats, EBITDA add-backs drift from the definitions in each credit agreement, and amendment history lives in email. Early signals on existing borrowers compete with live deals for attention.
The multi-agent architecture
A disclosure-collection agent parses BDC investment schedules from SEC filings and an entity-matching agent links borrowers to operating companies and their equity sponsors, never assuming the lender is the owner. A maturity analyst tracks instruments, terms, and valuation history and prepares a brief for the originating partner with the sponsor relationship attached. For the existing portfolio, a document-intake agent tracks every reporting package against the credit agreement’s delivery calendar, a covenant specialist applies reviewer-approved definitions on a deterministic calculation engine, and a risk agent flags non-accrual and PIK-toggle signals. A verifier cross-checks every figure before an IR agent drafts ILPA-aligned commentary grounded only in approved portfolio records.
The work product
- A ranked list of refinancing and lender-transition candidates with maturity context, sponsor relationships, and evidence status
- A borrower reporting calendar with a missing-deliverable and late-certificate register
- Agreement-specific covenant calculations with headroom trends and a consolidated exception queue
- ILPA-aligned LP commentary and DDQ responses linked to approved portfolio records
The operating shift
The intended result is a partner who knows which sponsors to call this quarter and why, and which existing credits warrant attention, from one system. Origination briefs and surveillance reuse the same company records, and LP reporting reuses reviewed portfolio work rather than rebuilding it.
Human-in-the-loop governance
Partners decide whom to call and on what terms; estimated EBITDA is never derived from a loan position and an assumed multiple. Portfolio managers approve covenant calculations, risk-rating changes, and watchlist movements; compliance approves all external LP reporting.