WorkflowClinical Development

Monitoring Visit Report Automation

Monitoring visit report automation: a cited, checked report in under an hour, every open action rolled forward

A cited, checked visit report in under an hour, every open action rolled forward.

See one case, screen by screen ↓
demo12sectionsin the sponsor template, written from 4 sources with a citation on every sentence
demo5commentsin the margin of the Site 114 report, 3 of them must-fix — signing stays locked until they are resolved
target0.8hof CRA writing per report, from notes to a confirmed draft
target93%of reports signed within the 10-working-day clock
In short

What is Monitoring Visit Report Automation?

Software that turns a CRA's visit notes into the monitoring visit report. Monitoring Visit Report Automation has six agents read the notes, the visit checklist, the last report and the site data from CTMS, EDC and IRT, write the report in the sponsor template with a citation on every sentence, and review it against the monitoring plan before the clinical trial manager signs.

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Updated

The problem

Why a monitoring visit report is the CRA's second job

After every site visit the CRA has dictated or typed notes, the visit checklist, the open actions from the last report and the site's data in CTMS, EDC and IRT. Turning those into a monitoring visit report in the sponsor template, section by section, takes two to four hours — off site, after the visit, against the sponsor SOP's 10-working-day clock from visit day to signed report.

Then the clinical trial manager reads it line by line and often sends it back for what is missing: an important deviation recorded as a reminder instead of escalated, an action from the last visit silently dropped, a medication statement that contradicts the EDC, an opinion about the investigator that reads badly in an inspection. Monitoring reports are the first thing inspectors ask for, and unresolved monitoring findings are cited against the sponsor.

typical36h a montha CRA spends on off-site monitoring work, where report writing sits
typical41%of CRA hours are spent on site — the visit itself
Where a report's hours goestimated
By hand3.9 days
With the solution1 days
  • Turning notes and the checklist into facts0.6 → 0.1 d
  • Pulling enrolment, con meds, deviations and queries from CTMS, EDC and IRT0.5 → 0.1 d
  • Chasing last visit's open actions0.4 → 0.1 d
  • Writing the sections in the sponsor template1.7 → 0.5 d
  • Trial manager's line-by-line review0.7 → 0.2 d

Estimated split for one interim monitoring visit report, written and reviewed by hand and with the solution.

How it works

How a visit report moves

Six agents read, roll forward, write and review in the margin; the CRA confirms and the trial manager signs.

What comes in
Visit notes in4 sources · notes, checklist, last report, site data
Agents at work
Notes readerdictation into facts
Then
Checklist matcher
Carry-forward trackerlast visit's actions
Then
Report writerevery sentence cited
Then
Report reviewercomments in the margin
Then
Letter writerfrom the signed report
A person decides
CRA and trial managerconfirm, then sign
What comes out
Signed report
Follow-up letter to the site
Open actions tracked
One case, step by step

One visit report, from dictation to signed letter

Site 114, Riverside Dermatology Research in Austin, runs VLT-302 — Veltrimab, Phase 3, atopic dermatitis. Sam Patel did interim monitoring visit 6 on 1 October. Lena Ortiz, the clinical trial manager, signs it. Here is what happens, screen by screen, in the working solution.

  1. 01Day 4 of 10

    The report, with a reviewer in the margin

    Lena Ortiz · Clinical trial manager

    Lena's queue holds 4 reports that need her, 2 with notes in and not yet drafted, and 2 with the CRA. MVR-26-0412 for Site 114 is due 15 October. The agents wrote it from Sam's notes, the visit checklist, the last report and the site data — every sentence carries a numbered citation — and the report reviewer has left five comments in the margin, each tied by a line to the sentence it questions.

    “3 must-fix comments open · signing opens when they are fixed or dismissed with a reason”

  2. 02Top of the report

    Every action from the last report, with its fate

    Carry-forward tracker

    Above section 01 sit the three actions from IMV 5 on 27 August. AI-114-028, the IRB approval of protocol amendment 3, was closed before this visit. AI-114-033, the evening-clinic coordinator on the delegation log, was closed at this visit. AI-114-031 — the IP fridge temperature excursion on 14 August, 9.1 °C for 46 minutes — is marked in red: not in this report.

    The carry-forward tracker never closes an action without evidence.

  3. 03“Why”

    A dropped action, with the rule and a suggested text

    Report reviewer

    Lena opens the comment: “AI-114-031 from IMV 5 — the fridge excursion — is still open. Why isn't it in this report?” The reviewer shows why: raised 27 August, due 15 September, in neither the notes nor the draft, and the checklist marks previous action items as Partial. The last report's actions open on the left, and a suggested sentence is ready.

    “Every report must follow up actions not resolved in previous reports.”

  4. 04Apply fix

    Carried forward, open 41 days

    Lena Ortiz · Clinical trial manager

    One click makes two changes: a sentence in the investigational product section says the action was not discussed and remains open after 41 days, and the action goes into the action table, due 9 October. At the top, AI-114-031 now reads “Carried forward · open 41 d”.

  5. 05Two more must-fix

    A consent that needs escalating, and a medication line that contradicts the source

    Report reviewer

    Participant 114-019 signed ICF version 3.0 on 9 September, after version 4.0 was in use at the site from 1 September — an important deviation under monitoring plan §7.2, recorded in the draft only as a reminder. And “No rescue medication” contradicts both the notes and the EDC: 114-011 took oral prednisone for 7 days from 18 September for a flare — rescue therapy under protocol §6.4. Lena applies both fixes; the consent becomes an escalation and a re-consent action.

    “A statement that contradicts the source cannot be signed.”

  6. 06Signing opens

    She signs with the meaning of her signature

    Lena Ortiz · Clinical trial manager

    With the three must-fix comments resolved, signing opens: 3 of 5 findings resolved, 5 open actions, 1 escalation. The two minor comments — 22 randomised in the draft against 23 in IRT, and the opinion about the PI — are recorded as accepted as written by her. She signs with her password under the meaning “I have reviewed and approve this monitoring report”, on day 4.

    Must-fix comments lock signing; a dismissal needs a reason on the record.

  7. 07Signed

    The follow-up letter, written from the signed report

    Letter writer

    The letter writer drafts the letter to Dr. Alan Whitford: thanks to Dr. Nora Feld and Jess Moreno, the five open actions with owner and due date — the fridge excursion assessment by 9 October, the re-consent of 114-019 by 14 October — the action closed since the last visit, and the next visit on 29 October. Internal assessments and the escalation stay out of it. Lena presses Send follow-up letter; the report and letter are filed to the TMF.

    The letter writer only runs after signature.

  8. 0807:52

    Notes in from Kestrel Heart

    Omar Haddad · CRA

    Omar visited Site 309, Kestrel Heart Institute in Denver, on 6 October — CRV-210, interim monitoring visit 3 — and dictated 4 min 39 s of notes, transcribed. His notes arrive with the 8-item checklist, the last report's 3 actions to roll forward and the site data from CTMS, EDC and IRT. Lena presses Write the report.

  9. 09Under a minute

    The agents write the report, section by section

    The agents

    The notes reader reads 6 paragraphs, 9 participants and 34 facts. The checklist matcher matches 8 items and finds 2 partial or No; the carry-forward tracker finds 2 of last visit's 3 actions still open; the site data check compares enrolment, con meds and queries. The report writer fills 12 sections of the CRV-210 template while the screen follows, every sentence cited.

    The report writer never writes a sentence without a source.

  10. 10Then the margin

    “Why isn't last visit's consent issue mentioned?”

    Report reviewer

    Three comments appear, two of them must-fix. AI-309-007 — re-consent 309-003 on ICF v3.1, raised at IMV 2 on 12 August — is still open after 56 days, yet the draft says every consent is on the current version. AI-309-008, the sub-investigator's CV and GCP certificate, is now carried over two visits and the draft does not escalate it. The September pharmacy temperature log was not reviewed, with no follow-up planned.

Who it’s for

Built for everyone who touches a visit report.

The same report, seen by the people who write it, sign it and decide what it escalates — what their week looked like, and what it looks like now.

LO
Lena OrtizClinical trial manager · signs VLT-302 and CRV-210
Clinical trial manager
Before
“I don't want to rewrite the report. I want to know what's missing before I sign it.” Reads every report line by line and sends one in six back.
Now
Opens each report with the reviewer's comments already in the margin, fixes or dismisses them with a reason, decides escalations and signs inside the clock.
SP
Sam PatelSenior CRA · VLT-302, NXL-118
Senior CRA
Before
“The visit is the job. The report is the second job.” Dictates on the drive home from Site 114, then writes for hours.
Now
Dictates once; confirms a cited draft in the sponsor template, with last visit's actions already rolled forward.
OH
Omar HaddadCRA · CRV-210, sites in Denver and San Diego
CRA
Before
“I never know which of last visit's actions I forgot to chase.”
Now
Every open action from the last report appears at the top of the draft with its age, and the reviewer asks about any that are missing.
MC
Dr. Maya ChenClinical lead · CRV-210 · decides escalations
Clinical lead
Before
“If it's an important deviation I need it in two days, not in the next report.”
Now
Sees each escalation raised by the reviewer or the nightly action watch with its rule and report, decides it, and the decision is recorded on the report.
Built on the engine

6 agents. Each with one job, and hard limits.

Six agents read, roll forward, write and review in the margin; the CRA confirms and the trial manager signs.

Notes reader

Turns the CRA's dictation or typed notes into facts — participants, numbers, issues and promises made by the site — each with its paragraph reference, keeping the CRA's numbers exactly.

  • Never infers a fact that is not in the notes
  • Participant IDs only — no names
Checklist matcher

Matches every visit checklist answer to a statement in the notes; Partial and No answers become statements the report must make.

  • Every checklist item must map to a section
Carry-forward tracker

Reads the open actions from the last report and the action register, carries every unresolved one forward with its age and the number of visits it has been carried, and proposes escalation when the threshold is crossed.

  • An open action can only be closed with evidence
Report writer

Writes the monitoring visit report in the sponsor template for the visit type, citing the notes, the checklist, the last report or the site data on every sentence.

  • Every sentence cites a source
  • Factual, neutral language — no participant names
Report reviewer

Checks the draft against the monitoring plan and the site data — missing escalations, dropped carry-forward actions, inconsistencies with CTMS, EDC and IRT, missing statements and subjective wording — and leaves each finding in the margin with its evidence and a suggested text.

  • Proposes fixes — never signs
  • Must-fix findings block signature
Letter writer

Writes the follow-up letter to the investigator from the signed report: open actions with owner and due date, actions closed since the last visit and the next visit.

  • Never includes internal assessments or escalations
  • Only runs after signature
CRA and trial manager

Confirm, then sign. The agents propose; a named person decides.

Ask in plain words

Ask about any report, in plain words

Ask about any visit report, finding, action item or escalation — or say what to change. Answers point to the notes, the checklist, the last report or the site data.

What did the reviewer find in the Site 114 report?

Five margin comments on MVR-26-0412, three of them must-fix: consent on superseded ICF v3.0 for 114-019 is not escalated — v4.0 was in use from Sep 1; action AI-114-031 (fridge excursion) was dropped; and “No rescue medication” contradicts 114-011. The two minor ones: randomised 22 against 23 in IRT, and subjective wording about the PI.

Why is consent on an old version escalated?

Under the VLT-302 monitoring plan §7.2, consent on a superseded ICF version is an important protocol deviation: the participant was not given the current information. It must reach you within 2 working days. 114-019 signed v3.0 on Sep 9; v4.0 was in use from Sep 1.

Any prohibited medication?

One: 314-004 at Elm Street Heart Centre, Manchester — ibuprofen for 10 days from Sep 12, prohibited under protocol §6.3. The reviewer flagged that the draft did not escalate it; it is waiting for your decision.

How is the follow-up letter written?

After you sign, the letter writer builds the letter to the investigator from the signed report: the open actions with owners and dates, actions closed since the last visit, and the next visit date. Internal assessments and escalations stay out of it. You press Send follow-up letter; both documents are filed to TMF zone 05.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

ReviewThe manager's queue, the monitoring visit report with a citation on every sentence, last visit's actions rolled forward at the top, and the reviewer's comments in the margin.
Why a comment was raisedThe finding, its rule and evidence, and a suggested text — with the last report's actions open beside the report.
Rolled forward from the last reportEach action from the previous report with its fate at this visit: closed before, closed at this visit, or carried forward with its age.
A fix appliedThe reviewer's fix written into the report and its source cited, with the medication statement that contradicts the EDC still marked in the margin.
Notes inA CRA's dictated notes, transcribed with the facts highlighted, ready for the agents with the checklist, the last report's actions and the site data.
Agents at workThe notes read, the checklist matched, open actions found, site data compared and the report written section by section.
Comments in the marginA new draft for Site 309 with the reviewer's must-fix comment on last visit's consent action, tied to the sentence it questions.
Sign the reportFindings resolved, open actions and escalations, the signer, the meaning of the signature and the password.
Follow-up letterThe letter to the investigator, written from the signed report: open actions with owner and due date, closed actions and the next visit.
Action itemsEvery open action across sites, aged 0–30 days, 31–60 days and over 60, with how many visits it has been carried and what is escalated.
EscalationsEscalations raised by the reviewer and the nightly action watch, each with its rule and report, and the log of decisions made.
DashboardSigned within the clock, visit to signed, CRA writing time, what the reviewer caught and the oldest open action at each site.
Your rulesReport clocks in working days, the escalation rules from the monitoring plan, and the reviewer's checks — each one on or off.
Governance

Built for inspection: cited, checked, signed, on the record.

Every sentence cites its sourceEach sentence in the report carries a citation to a paragraph of the notes, a checklist item, an action in the last report or a row of site data, and opens it beside the report.
Must-fix comments lock signingA missing escalation, a dropped action or a medication statement that contradicts the source blocks the signature. A comment is fixed or dismissed with a reason on the record; minor ones left open are recorded as accepted as written by the signer.
A named person confirms and signsThe CRA confirms the draft. The clinical trial manager signs with a password under a stated meaning — “I have reviewed and approve this monitoring report” — and decides each escalation, with the decision recorded on the report.
Nothing open disappearsEvery action raised at a visit rolls forward until it is closed with evidence. A nightly action watch ages each one, and items past the threshold or carried over two visits are escalated to the manager.
The site sees only what it shouldThe follow-up letter is written only after signature, from the signed report, with site-facing actions only — no internal assessments and no escalations.
Every step on the activity trailEach agent step, fix, dismissal, decision and signature is on the report's activity trail with who and when, and cannot be changed. Signed reports and letters are filed to TMF zone 05, with participant IDs only.
Configuration

Your monitoring plan, not ours

The clocks, escalation rules and the reviewer's checks are settings, and they take effect on every report.

SettingDefaultChoose from
CRA submits the report5 working days from the visitStep up or down, one working day at a time
Manager signs5 working daysStep up or down, one working day at a time
Follow-up letter to the investigator2 working days after signatureStep up or down, one working day at a time
Action item open too long60 days, or carried over two visits30 · 45 · 60 · 90 days
Escalation rules from the monitoring planSuperseded ICF within 2 working days · prohibited or rescue medication the same day · suspected serious breach to Quality within 1 working dayEach rule on or off
Reviewer checksCompare with site data · carry forward unresolved actions · a statement for every checklist item · flag subjective wordingEach check on or off — applies to the next draft
Report templateNorthwind Bio · IMV v7IMV v7 · SIV v4 · COV v3 · Remote v2
Signature meaningI have reviewed and approve this monitoring reportI have reviewed and approve this monitoring report · I have reviewed this report; escalations recorded
Connections

Works with what a monitoring visit already produces

Visit notesdictation, typed notes or a checklist photo after the visit
Visit checklistevery item answered Yes, Partial or No
Previous reportits open actions, owners and due dates
CTMS, EDC and IRTenrolment, con meds, deviations, queries, IP and visits per site
Monitoring plan and templatesescalation rules and the sponsor template for each visit type
eTMFsigned report and letter filed to zone 05, site management
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
0.8h
of CRA writing per report, from notes to a confirmed draft
By hand2–4 h
With agents≈ 0.8 h
target
93%
of reports signed within the 10-working-day clock
Signed on time
target
58of 61
reviewer margin comments fixed before the manager signs
Fixed before signing
missed escalations, dropped actions

“demo” = seen in the working solution, on its sample study data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (Tufts CSDD CRA workload and utilization benchmarks, reported in Applied Clinical Trials — about 41% of CRA hours on site and about 36 hours a month on off-site monitoring work; ICH E6(R3) section 3.11.4 on monitoring). People, sites, studies and companies named on this page are fictional — characters and sample data in the working solution.

Questions

What clinical operations teams ask us.

What is monitoring visit report automation?

Software that turns a CRA's visit notes into the monitoring visit report. Monitoring Visit Report Automation has six agents read the notes, the visit checklist, the last report and the site data from CTMS, EDC and IRT, write the report in the sponsor template with a citation on every sentence, and review it against the monitoring plan before the clinical trial manager signs.

How does it make sure last visit's action items are not dropped?

The carry-forward tracker puts every action from the previous report at the top of the new one, with its fate at this visit: closed before, closed at this visit, carried forward with its age, or not in this report. A missing one becomes a must-fix comment, and the nightly action watch escalates actions past the threshold or carried over two visits.

What does the reviewer agent check?

Missing escalations under the monitoring plan, dropped carry-forward actions, statements that contradict the site data in CTMS, EDC and IRT, checklist items without a statement, and subjective wording about people. Each comment sits in the margin next to the sentence, with the rule, the evidence and a suggested text.

Does the AI sign the report or send the letter to the site?

No. The reviewer proposes fixes and never signs or applies one by itself. The clinical trial manager signs with a password under a stated meaning, and the follow-up letter is written only after signature, with no internal assessments or escalations in it.

Do people stay in control?

Yes. The CRA confirms the draft; the clinical trial manager fixes or dismisses each comment with a reason, decides each escalation and signs. Must-fix comments lock signing until they are resolved, and every step is on the activity trail.

Can we use our own templates, clocks and escalation rules?

Yes. The report template per visit type, the CRA and manager clocks, the letter clock, the escalation rules from your monitoring plan, the reviewer's checks, the signature meaning and the TMF filing zone are all settings.

Can CRAs dictate their notes?

Yes. A CRA can add a dictation, typed notes or a checklist photo after the visit. The notes reader keeps the CRA's numbers exactly, records participant IDs only, and never infers a fact that is not in the notes.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your monitoring plans, report templates and a sample of past visit notes and reports — and it goes live once every quality gate has passed. We will walk you through it on your own reports first.

See it on
your visit reports.

We'll run Monitoring Visit Report Automation on a sample of your own visit notes and past reports.