- Before
- Indexes and QCs documents one by one while the backlog runs into the thousands.
- Now
- Confirms the filings the agents were unsure of, lowest confidence first, each with its reasons and the passage behind them.
One batch, from arrival to a signed filing
Study VLT-302, Veltrimab in moderate-to-severe plaque psoriasis: 46 sites in 12 countries. At 08:12, 240 new documents arrive. Here is what happens next, screen by screen, in the working solution.
- 0108:12
The whole file, on one screen
Lena Ortiz · TMF leadLena opens the solution to the study as it stands: TMF completeness 94.2% — 36,412 of 38,655 expected documents — 37 open gaps across 14 sites, 9 of them overdue, and 91% filed within 30 days, up from 62% in July. At the top of what needs her: batch 0412, 240 new documents from 31 sites and 3 vendors.
“Site 014 · Zone 05 Site Management at 67% — Delegation log v2 missing since a new Sub-Investigator joined · no owner yet”
- 02One click
240 documents read, matched and filed
The agentsThe batch came in by the site upload portal (162), the vendor file drop (51) and CRA email (27). Lena presses “Classify and file”. The agents read 612 pages of text, scans and spreadsheets, match each document to a TMF Reference Model v3.3.1 artifact, pull site, date, version, signatures and people named, and file every document at 90% confidence or more. 104 of the batch belong to Zone 05 Site Management alone.
“228 filed, 6 to confirm, 6 set aside. Completeness re-checked for 31 sites — Site 014 is still red in Zone 05 Site Management: the delegation log v2 was not in this batch.”
- 03Re-checked
Every site, every zone, against its milestones
Completeness checkerThe site × zone heatmap compares what is filed with what each site should have at its milestone in the VLT-302 TMF plan. Two sites are below 80% in a zone: Site 014 Harbourview Research Centre in Rotterdam, at 67% in Zone 05, and Site 007 Westbrook in Leeds, at 78% in Zone 08 Testing.
- 04Drill in
Why Site 014 is red — with the evidence
Lena Ortiz · TMF leadTwelve of 18 expected Zone 05 documents are filed. The missing one at the top: Site Signature and Delegation Log v2. The Visit 3 monitoring report says Dr. Pieter Janssen joined as Sub-Investigator on 15 September and performed PASI and IGA assessments; the v1 log has no entry for him; the TMF plan expects an update within 14 days of a staff change. His CV, GCP certificate and financial disclosure are missing too.
“Assessments by staff not on the delegation log are a frequent inspection finding.”
- 05Assigned
An owner and a due date
Lena Ortiz · TMF leadThe Zone 05 owner rule suggests Omar Haddad, the CRA for Site 014. Lena assigns the delegation log gap to him, due 13 October 2026, and the CV, GCP certificate and financial disclosure gaps go with it. Omar is notified by email and in his task list.
- 06Drafted
The request to the site, already written
Gap follow-up agentThe agent drafts the letter to the PI, Dr. Elena Varga, from the visit report and the TMF plan: the updated delegation log adding Dr. Janssen from 15 September, signed and dated by her, with his CV, GCP certificate and financial disclosure form, by 13 October.
“Nothing is sent until you press Send.”
- 07Lowest confidence first
A filing it was not sure of, with its reasons
ClassifierSix filings wait for a QC reviewer. First: 014_SiteVisitSummary_V3_signed.pdf, which arrived by CRA email. The classifier puts it at 64% as a Monitoring Visit Follow-up Letter (05.04.04), 29% as a Monitoring Visit Report and 7% as a Note to File — and shows why, each reason tied to a highlighted passage: a letter to the investigator with agreed action items, which says the full report is held by the sponsor. Against it: the title reads “Site Visit Summary”, which reports often use.
- 08Signed
Confirm and sign
Lena Ortiz · QC reviewerLena checks the details read from the letter — study, site, document date 29 Sep 2026, visit date 22 Sep 2026, signed by Omar Haddad — and confirms the filing with her electronic signature. The meaning is recorded with it: “Reviewed — filing and details are correct”.
“Your signature, the time and the reason are written to the audit trail and cannot be changed.”
- 09Filed
The site moves the moment it is filed
Completeness checkerThe letter is filed to 05.04.04 Monitoring Visit Follow-up Letter, marked “Filed · QC by Lena Ortiz”, and Site 014 Zone 05 rises from 67% to 72% — 13 of 18 expected documents. The delegation log gap stays open with Omar until the signed log arrives and passes QC.
- 10Since July
The file, getting cleaner every week
Dr. Maya Chen · Clinical trial managerThe cleanup backlog is down to 310 documents from 4,820 in mid-August; the median time to file is 1.6 days, against 38 days by hand. 97.4% of automatic filings were kept as filed by QC, and study completeness climbed from 78.4% to 94.2% against a 95% target before database lock.