- Before
- “I can type 9,000 numbers. I can't prove where each one came from.” Rebuilds the portal calendar every quarter and copies fields by hand while also answering RFPs.
- Now
- Opens a freshness grid already filled from approved sources, reviews the conflicts the agents traced, approves fixes with a reason code and releases each portal.
One quarter-end morning of consultant database management
Quillfield Capital keeps 60 institutional strategies on 12 consultant portals: 300 profiles and 9,012 fields in the Q3 2026 consultant database updates. It is Thursday, October 15, business day 11. Here is how the coordinator works with the agents — asks, checks the evidence, approves — screen by screen, in the working solution.
- 018:41 a.m.
Jamie asks the agents why a number is wrong
Jamie Cole · RFP & Database CoordinatorJamie's Today screen opens on four numbers — 40 of 300 profiles submitted, 8,798 of 9,012 fields sourced with 0 sent without a source, 13 of 48 conflicts open, 1,744 fields waiting for approval — and on what each agent did since yesterday, every line cited. Jamie types the question on his mind: why does Fenwick Hale show $4.21B? The Conflict agent answers in plain words with three sources — the CRM history, factsheet page 1 and the performance system — and a button that opens the conflict.
Conflict agent: “The performance system and the Sep 30 factsheet both say $4.12B. I changed nothing; the fix waits for Jamie Cole.”
- 02The freshness grid
Every field against every consultant portal, one mark each
Jamie Cole · RFP & Database CoordinatorGlobal Small Cap Equity has 320 fields across the 12 portals: 160 fresh, 146 ready for approval, 12 stale, 1 waiting and 1 conflict. Jamie clicks the red mark. Fenwick Hale shows $4,210.0M live, typed by hand on October 7 with no source; the approved source, the performance system, says $4,118.6M. The panel beside the grid also shows Fenwick Hale's own definition of the field and who approves it.
Portal asks: “Total strategy assets, USD millions, all vehicles and accounts.”
- 03One more click
The source behind every value
Sourcing agentAny value opens its source. Here the performance system record for composite QF-C-114, period Q3 2026 locked October 9 at 6:40 p.m. by Tomás Ferreira: strategy assets $4,118.6M, composite assets $3,871.2M, 14 accounts in the composite, returns gross and net for each period, and the net-of-fee method. The Sourcing agent filled 319 of the strategy's 320 fields from records like this one, never from the CRM.
“Opened from the record · every value keeps its source, as-of date and version”
- 046:12 a.m.
What each place says, side by side
Conflict agentThe conflict CF-0412 lays out every place the figure lives. The performance system and the 11 other portal drafts say $4,118.6M, and the September 30 factsheet says $4.12 billion: they match. Fenwick Hale's live value and the CRM product record differ. The composite report's $3,871.2M is not compared, because composite assets are a different field. The agent's fix has four parts: correct Fenwick Hale on release with a short correction note, keep the 11 drafts, ask the CRM record's owner to fix it, and send the figure to Compliance.
- 05Replay the check
Seven steps, each with its evidence
Conflict agentJamie replays how the agent got there. It read strategy assets on all 12 portals, read the approved sources, matched Fenwick Hale's definition 2.1 to strategy assets, and traced $4.21B to a CRM record edited by hand on October 6 at 4:12 p.m. London with no linked source. It explained the $91.4M (2.2%) gap, found no RFP, DDQ or other portal that used the CRM figure, and escalated at 98% confidence.
“Cause: a hand-typed CRM edit swapped two digits (4.12 → 4.21), then the CRM figure was typed into Fenwick Hale's form outside the cycle. The agent changed no value.”
- 06Asking back
Jamie tests the reasoning before approving
Jamie Cole · RFP & Database CoordinatorJamie tests the reasoning in the conversation beside the conflict: could $4.21B include model assets? The agent answers no, and cites the firm's AUM policy and Fenwick Hale's question. Satisfied, Jamie approves the fix with reason code AP-02, source error corrected. The decision is signed with his name and role and recorded on the audit trail.
“Model-delivery assets for this strategy were $0.31B at Sep 30, and firm policy §3.2 reports them as assets under advisement, never as strategy assets. … And $4.12B + $0.31B is $4.43B, not $4.21B.”
- 078:47 a.m.
Compliance approves every performance figure
Elena Ruiz · Compliance Reviewer, Marketing ReviewElena's queue holds the performance and AUM fields in strategy batches, each already tested by the Compliance check agent: net with gross for the same period, 1-, 5- and 10-year periods, benchmark named, composite disclosure attached. Clean batches can be approved together; flagged ones, like US High Yield with a benchmark revised October 8, open one by one. She approves the 145 performance and AUM fields for Global Small Cap. Jamie could not have approved them, and Elena cannot approve anything she prepared.
“Clean batches can be approved together; flagged ones open one by one. Nobody approves what they prepared.”
- 08Released
Ten portals submitted, two wait for their reviewers
Submission agentJamie releases the corrected strategy to all 12 portals. The Submission agent files each in its own format — web form, spreadsheet template or data feed — and the marks on the grid turn to submitted for ten portals. Rheintal and Aoba stay queued for their German and Japanese reviewers.
“Submitted to 10 portals with receipts · 2 queued for reviewers.”
- 09Read back
A receipt and a read-back for every portal
Submission agentEvery submission keeps its receipt and the result of reading each field back from the portal. Fenwick Hale's corrected profile is FH-Q3-26-0471, all fields match. When Wexmoor stored one decimal, Compliance accepted the two rounded fields with reason code OV-03. Aoba's sign-in expired overnight, so the agent paused: nothing was sent or lost, and Dana Whitaker renews the credential in the vault.
- 10On the record
Who, what, when, why — and the evidence
Owen Price · Internal AuditThe audit trail shows the morning in order: the Conflict agent's escalation with its four sources, Jamie's approval with AP-02, Elena's approval of 145 fields against the marketing review policy, the release and the submission. It also shows the October 6 CRM edit and the October 7 hand entry — no reason, no approval. Every step in the cycle is hash-chained and kept 7 years, and Owen exports the evidence pack.
The cycle report: 48 conflicts caught by the agents, 0 figures sent without a source.