- Before
- “I can read the French report myself; I just can't key 214 lines a fund for 120 funds.”
- Now
- Opens a quarter already read, mapped and tied out, and spends her time on the 2,148 lines that need judgment, each with its page beside it.
One quarter's look-through analysis, worked with the agents
Quillfield Capital's Multi-Asset Portfolio is $14.62B at September 30, 2026, invested through 38 external managers and 120 funds for pension and insurance clients. It is Thursday, October 8, business day 6 of the Q3 close, and the CIO's sign-off is due Friday. Here is what happens next, screen by screen, in the working solution.
- 01Thursday morning
The agents worked overnight; four numbers tell her where the quarter stands
Claire Dubois · Investment Risk AnalystClaire's home screen shows 93.1% of the portfolio looked through ($13.61B from 104 of 120 funds), 6.9% not yet reported and held at a labeled estimate, 3 exposures over a limit that are invisible at the fund level, and 2,148 mappings waiting for a person. Under Needs you, the first item reads: China real estate is 3.2% against a 2.5% limit.
Concentration agent, 2:15 a.m.: “Overnight: 3 exposures over a limit appear only after looking through; the largest is China real estate at 3.2% against 2.5%. Nine mappings need you before the alert is final.”
- 02She asks
“How much China property do we hold through credit funds?”
Claire Dubois and the Concentration agentOn the look-through screen the portfolio unfolds ring by ring, from 38 managers to 120 funds to their holdings, colored by sector, country or currency, with the unreported $1.01B as a gray, labeled wedge. Claire asks in plain words. The agent answers with the path and the pages: $292M through credit funds, $468M in all, and it highlights the ten funds on the chart.
“Through credit funds: $292M, 2.0% of the portfolio: Valmorel Crédit Opportunités $251M (page 14) and Kittiwake Asia Private Credit III $41M (page 11). With the equity and property funds the total is $468M (3.2%) against a 2.5% limit.”
- 03The exposure
Hidden in a French credit fund, page 14
Concentration agent · Mapper agentThe look-through exposure is 3.2% ($468M) against 0.4% ($58M) at the fund level, over the limit by 0.7 points. The path runs through 10 funds of 8 managers; $251M is in Valmorel Crédit Opportunités, whose quarterly report lists nine bonds of Chinese property developers registered in the Cayman Islands and the British Virgin Islands. The French page sits beside the English, line for line.
Mapper agent: “My confidence is 89–93%, below the 95% needed to approve on my own, so the mapping waits for an analyst. Without it, $251M would sit in ‘Cayman Islands’ and the breach would not show.”
- 04One approval
She approves country of risk China, with a reason code
Claire Dubois · Investment Risk AnalystClaire approves the 9 mappings: $251.0M from the Cayman Islands and the British Virgin Islands to China, real estate, with report page 14 and the security master record as evidence. The reason code is MP-02, country of risk from parent revenue and listing, not domicile. Seconds later the Concentration agent re-tests the limit: the alert is final and goes to Isabel Moreno, and it now appears in the draft committee papers.
“Signed as Claire Dubois · Investment Risk Analyst · 9:54 a.m. ET · recorded on the audit trail.”
- 05The breach
The checker decides, and signs the decision
Isabel Moreno · Head of Investment RiskIsabel picks one of four decisions: escalate to the investment committee, ask manager research to engage the manager, put on watch, or accept within tolerance, with the rationale in the note. A breach needs a note. She escalates to the October 22 committee and asks Hannah Weiss in manager research to engage Valmorel Gestion; the Reporting agent drafts the engagement note for Hannah to approve and send.
Until the mapping is approved, her Decide button says why it is locked: “The analyst approves the mapping first (maker), then you decide (checker).”
- 06Tie-out
Every fund tied to the manager's own NAV
Checker agent · Hannah Weiss, Manager Research Lead101 of 104 reported funds tie to the manager's NAV within 2%. Two are escalated to Hannah. Rheinfeld Infrastruktur Fonds II reads €307.6M of holdings against a NAV of €318.4M, −3.39%, and the Checker finds a €10.8M sale receivable on page 31 that closes the gap exactly. Kittiwake Asia Private Credit III is +2.59%, two real estate loans listed at par instead of fair value. A question to each manager is already drafted.
Checker agent: “I suggest treating it as cash, with the manager’s confirmation.” It never closes a gap itself.
- 07A faint scan
A value it cannot read is marked, not guessed
Reader agent · Claire DuboisSerra Alta Brasil Crédito sent its report by email as a scanned PDF in Portuguese. The Reader read 88 lines and tied them to the NAV within 0.18%, but the gross leverage on page 6 is smudged. It marks the value unreadable and sends it to an analyst, who enters it from the page with a reason code, and the checks run again.
“Unreadable on page 6 · not guessed.”
- 08The gray wedge
Sixteen funds not yet reported, estimated and labeled
Gap agentSixteen funds, $1.01B or 6.9% of NAV, mostly private funds that report 45–75 days after quarter end, are held at an estimate under method v2.1, approved by Isabel Moreno. Larkspur Hill Capital Partners VII is $182.0M: its June 30 capital account of $178.9M, plus a $4.2M call, less $2.9M distributed, rolled forward 1.0%. When a report lands it replaces the estimate and the variance is recorded.
“Last quarter the estimates were within 3.4% of the reported values on average.”
- 09Business day 7
Prepared, reviewed, signed, by three different people
Claire Dubois, Isabel Moreno and Daniel OkoroThe sign-off checklist shows what is left: every received report read, mappings over $10M a line decided, tie-out gaps resolved or noted as exceptions, the unreported share estimated and labeled, breaches decided, client files validated. Claire submits, Isabel reviews, and Daniel Okoro, Chief Investment Officer, Multi-Manager, signs the quarter with the investment committee papers the Reporting agent drafted. Last quarter was signed on business day 23.
“The preparer cannot review or sign. The reviewer cannot sign. The CIO did not prepare or review this quarter. Agents drafted; people decided.”
- 10Client files
One signed look-through, every client's file
Rajiv Menon · Regulatory Reporting ManagerFrom the same signed data, the Reporting agent drafts each client's look-through reporting: the Tripartite Template (TPT) files for Halden Mutual Life (Solvency UK) and Aurelia Assurances Vie (Solvency II, with S.06.03 support), the NAIC look-through support file for Pinecrest Life & Annuity (NAIC risk-based capital) and the exposure report for the Marlow County Employees' Retirement System. Rajiv validates each one (a CIC code on every line, ISIN check digits, holdings that sum to the client's share of NAV, estimates flagged) and prepares it; a second person approves the release.
The Aurelia file holds 87,102 lines; the estimated share is labeled in the file, 16 funds, 6.9%.