SystemProperty & Auto Claims

Claims Cycle Time Monitoring

Claims cycle time monitoring that finds the files going quiet before the customer calls

Stalled claims caught before the customer complains or rental days pile up.

See one case, screen by screen ↓
demo2,914activities read on 318 open files in the 06:00 sweep — 1,087 moved a file
demo$2,864a dayin rental, storage and hotel bills on files quiet 7+ days, priced from the vendors’ bills
target3daysof warning before a file crosses 14 days quiet
target40%fewer files past 30 days quiet, three weeks after go-live
In short

What is Claims Cycle Time Monitoring?

It is watching every open claim for the days it spends waiting, not just its age. Claims Cycle Time Monitoring reads each open property and auto file every morning, works out who it is waiting on and when anything meaningful last happened, and flags the files that will go quiet before they do.

How to choose AI solutions for insurance →

Updated

The problem

Why claims stall without anyone noticing

A file goes quiet while it waits on a supplement, a payoff letter, moisture logs, an independent adjuster’s report or a call back. Nobody owns the wait. The diary still looks busy: a routing note, a voicemail left for the shop, the customer calling to ask for a date — each one resets the task date, so a file with two “left voicemail” notes looks worked.

Meanwhile the meters run. Rental, storage and additional living expense accrue every day the file sits, the rental coverage end date gets closer, and the customer’s second call turns into a request for a supervisor. Supervisors usually find these files in the 30-day file review or in a complaint from the Department of Insurance — both too late to change the outcome.

typical762 → 595homeowners claim satisfaction when repairs run past 31 days
typical44+daysfrom first notice to final payment on a homeowners claim
demo1,827of 2,914 activities read in one morning sweep were notes, routing or one-way calls — none moved a file
Where a supervisor’s week on quiet files goes (hours, team of nine adjusters)estimated
By hand21 days
With the solution5.5 days
  • Finding which files have gone quiet6 → 0.5 d
  • Working out who each file is really waiting on5 → 1 d
  • Pricing rental, storage and hotel overruns3 → 0.5 d
  • Tracking state status-letter deadlines3 → 0.5 d
  • Deciding and chasing the next step4 → 3 d

Estimated split of a claims supervisor’s week spent finding and moving quiet files, by hand and with the solution.

How it works

How a quiet file is caught

Six agents read every open file each morning and predict which will go quiet; the adjuster acts and the supervisor decides.

What comes in
Every open claim318 open files · notes, documents, payments, vendor and rental bills, calls
Agents at work
Activity readerwhat moved the file
Then
Waiting-on classifier
Cost-of-delay meter
State clock keeper
Then
Quiet-file predictorcrosses 14 days when
Then
Next-step drafterone step per file
A person decides
Claims supervisordecides beyond authority
What comes out
Quiet file radar
Next step per file
Daily cost of delay
One case, step by step

One quiet file, caught three days early

Gary Whitlock’s 2022 Toyota RAV4 was rear-ended on I-270 near Hilliard, Ohio; he reported it on 21 September. On Monday 12 October his claim has been quiet for 12 days. Here is what happens next, screen by screen, in the working solution.

  1. 01Before the huddle

    Every open file, on one radar

    Celia Navarro · Claims supervisor

    Celia’s team carries 318 open property and auto files in Ohio, Pennsylvania and Michigan. Each file is a blip: the angle is who it is waiting on — our desk, a body shop, the insured, a contractor, a field appraiser or IA, a lienholder or mortgagee, a tow or storage yard — and the distance is days since anything moved it. 39 are past 14 days quiet, and files quiet 7+ days cost $2,864 a day.

    This morning’s sweep · 06:00: “Read 2,914 activities on 318 open files — 1,087 moved a file; 1,827 were notes, routing or one-way calls.”

  2. 02+3 days

    Scrub forward, and see who goes quiet next

    Celia Navarro · Claims supervisor

    Celia moves the time scrubber to +3 days. Files with activity booked snap back toward the centre; files with nothing coming drift outward. By Thu 15 Oct, 48 files would be past 14 days. Gary Whitlock’s blip slides past the 14-day ring, and the radar flags it: nothing is booked to move it.

    “AU-26-118804 · Gary Whitlock crosses 14 days quiet on Wed 14 Oct — nothing booked to move it”

  3. 03Open the file

    Four entries since 30 Sep, none moved it

    Celia Navarro · Claims supervisor

    The file shows 12 days since anything moved it. The last entry that did was Supplement 1 from Brookside Collision for $2,316 on 30 Sep. Since then: a note routing the supplement to the desk appraiser, a one-way voicemail to the shop, and two calls from Gary — on 9 Oct he asked for a supervisor. Each is marked “does not move it”.

    “The diary says “waiting on the shop” — the shop is waiting on us.”

  4. 04The real blocker

    Past the shop, to our own desk

    Waiting-on classifier

    Brookside will not order the back-ordered rear body panel until the supplement is approved, and the supplement is 17th of 41 in Rafael Kim’s queue. The queue is worked largest supplement first, so a $2,316 supplement with a customer in a rental sits behind larger ones with none. Across the board, Rafael’s queue answers in a median 9.8 days and 41% of its 388 supplements since January stalled past 14.

    “Our own supplement queue stalls more files than any shop on the board.”

  5. 05Show the agents’ work

    A prediction with its basis on the screen

    Quiet-file predictor

    Six agents looked at the file at 06:00, and each step is shown with what it found. Of 23 Brookside supplements that waited on our approval since January, 19 went 14+ days with no meaningful activity, with a median of 16 days to the next. So the file crosses 14 days on Wed 14 Oct, at 83% confidence.

    The predictor uses only the waiting party’s pattern, what is booked and the file’s own dates — never the claimant’s personal characteristics.

  6. 06What waiting costs

    The rental meter, and five steps to move the file

    Cost-of-delay meter · Next-step drafter

    Gary is in a Crestline Rent-A-Car at $42 a day: day 21, $882 billed, and his policy pays up to $45 a day for 30 days. At the usual pace the repair finishes about Mon 2 Nov — 12 days past his cover. The drafter wrote five steps: Rafael approves the supplement, Owen asks Brookside to order the panel, Owen calls Gary with a date and an apology, Celia extends the rental, and a diary for Thu 15 Oct.

    “Step 4 needs you — it is past Owen’s authority.”

  7. 0709:12

    Celia approves the plan

    Celia Navarro · Claims supervisor

    One approval and each step lands on the file’s activity trail, with who did it: Rafael approves Supplement 1, Owen sends the panel order and calls Gary — dates given, apology made — Celia extends the rental to repair completion, six days past the limit, and the diary is set for Thu 15 Oct.

    Agents draft. The adjuster sends, the desk appraiser approves the supplement and the supervisor decides anything past authority.

  8. 08Same morning

    Back to the centre of the radar

    Brookside Collision

    Brookside confirms the panel for Mon 19 Oct and the repair for Tue 27 Oct. The quiet clock reads 0 days — “moved today — supplement approved” — and the prediction now reads “No longer going quiet”, with the next expected activity named.

  9. 09This week

    Status letters drafted before they are due

    State clock keeper

    Eight state deadlines fall in the next 14 days, four of them this week. Joel and Amara Nakamura’s water loss in Pennsylvania needs its 45-day status letter by Wed 14 Oct, because DryRight Restoration’s moisture logs are still missing. The letter is drafted to the state’s rule; Hannah Brandt, the adjuster, sends it.

  10. 10Every week

    Cycle time, week by week and by adjuster

    Martin Achebe · Claims operations manager

    Files past 30 days quiet averaged 20.1 a week in the nine weeks before the radar went live in the week of 21 September; in the week of 5 October there were 12. Martin can switch to days to close on auto or rental days per claim, and open any adjuster’s watch list.

Who it’s for

Built for everyone who keeps a claim moving.

The same morning, seen by the five people who carry the team’s open files — what their week looked like, and what it looks like now.

CN
Celia NavarroCentral Auto & Property team, Columbus
Claims supervisor
Before
“I don’t need to know which files are old. I need to know which ones nobody is pushing.” Finds them in the 30-day review or in a complaint.
Now
Opens the radar before the huddle, sees who each quiet file waits on and what it costs a day, and approves rentals and supplements past authority from the drafted plan.
OP
Owen PryceSenior auto adjuster · 46 open files
Adjuster
Before
“I left the shop two voicemails. In the system that looks like work.”
Now
Gets the one next step for each file three days before it crosses 14 days — the message, the call script, the diary date — and sends it himself.
RK
Rafael KimSupplements for three teams · 41 in the queue today
Desk appraiser
Before
“Shops send supplements at 4 pm Friday. Tell me which one has a customer in a rental.”
Now
Sees which supplements have a customer in a rental — the next-step drafter moves those to the top of his queue, with the file and the shop behind each.
MA
Martin AchebeAnswers for cycle time across four teams
Claims operations manager
Before
“Show me the trend by team, and show me it’s real.”
Now
Reads files past 30 days quiet, days to close and rental days per claim each week for the team and by adjuster, and sets the rings and alert rules.
LH
Lena HoffmannEscalations and Department of Insurance complaints
Customer experience lead
Before
“Every complaint I read started as a file that went quiet for two weeks.”
Now
Is told when a file reaches 30 days quiet, or when the customer’s second call goes unanswered — before it becomes a complaint.
Built on the engine

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

Six agents read every open file each morning and predict which will go quiet; the adjuster acts and the supervisor decides.

Activity reader

Reads every note, task, document, payment, call and vendor update on every open file each morning, and marks each one as moving the file or not.

  • Read-only on the claim system — never edits or deletes a note
  • Internal routing, a one-way voicemail or a pushed diary is not progress
  • Cites the entry behind every last-activity date
Waiting-on classifier

Works out who each file is waiting on and since when — and follows the chain when a party is itself waiting on us, such as a shop waiting on our supplement approval.

  • Never reassigns a file
  • Every waiting party carries its evidence
Quiet-file predictor

Predicts when each file will cross 14 and 30 days quiet, from how the party it waits on behaves on closed files and what is already booked — an inspection, a recorded statement, a parts date.

  • Never uses the claimant’s personal characteristics
  • Never predicts claim outcome, fraud or litigation
  • States its basis and confidence
Cost-of-delay meter

Prices each day of waiting from the rental direct bill, tow and storage invoices and hotel folios, and projects when each policy limit is reached at the current pace.

  • Never extends, ends or cuts a rental or a hotel
State clock keeper

Tracks acknowledgement, decision, status-letter and payment clocks per state on each file — Ohio, Pennsylvania and Michigan — and drafts the letters.

  • Drafts only — the adjuster sends
Next-step drafter

Drafts the one next step that moves each quiet file — a message, a call script, an approval to ask for, a diary date — and says who must do it, flagging anything beyond that person’s authority.

  • Never approves a supplement or a payment
  • Never contacts a customer or a party by itself
Claims supervisor

Approves plans and rentals past the policy days; adjusters send. The agents propose; a named person decides.

Ask in plain words

Ask about any file, in plain words

Supervisors and adjusters can ask why a file is going quiet, what waiting costs or which letters are due — and the answer opens the screen behind it. Every answer is cited.

Why is Gary Whitlock’s claim going quiet?

It looks like it is waiting on the shop, but the shop is waiting on us. Brookside sent Supplement 1 for $2,316 on 30 Sep and will not order the rear body panel until we approve it. It is 17th of 41 in Rafael Kim’s queue, which is worked largest first. 19 of 23 Brookside supplements like it went 14+ days quiet, so it crosses 14 days on Wed 14 Oct. Gary has called twice and asked for a supervisor; his rental cover ends 21 Oct.

Which quiet files cost us the most each day?

Quiet files cost $2,864 a day — rental $1,234, storage $605, hotels $1,025. The top three are hotels: PR-26-40149, waiting on DryRight Restoration for 8 days, and PR-26-41262, waiting on Keystone Restoration Services for 7 days, at $200 a day each; and PR-26-41452, waiting on Prairie Field Services for 29 days, at $190. Rates are read from the vendors’ bills.

Which status letters are due this week?

Three, all drafted for the adjusters to send: the Pennsylvania 45-day status letter on PR-26-40917 (Nakamura), due Wed 14 Oct; the Pennsylvania 45-day status letter on AU-26-116204 (Castellano), due Thu 15 Oct; and the Ohio written notice that more time is needed on AU-26-117350 (Delgado), due Fri 16 Oct. The Nakamuras are in a hotel at $165 a day while DryRight’s moisture logs are missing.

Every screen

The working solution, as it ships.

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

The quiet file radarEvery open file by who it is waiting on and how long it has been quiet, with the selected file, this week’s crossings and the morning sweep.
Three days aheadThe time scrubber moves every file to where it will be; Gary Whitlock’s claim crosses the 14-day ring with nothing booked to move it.
The claim fileThe waiting-on chain, the activity since first notice with the quiet stretch shaded, the prediction and the drafted next steps.
The agents’ workEach agent’s step on the file, and the prediction with the 23 closed files it was made from.
Rental meter and next stepsDay 21 of 30 at $42 a day against the repair date, and five steps with who does each one.
Plan approvedEvery step done and on the file’s activity trail, with who did it and when.
Moving againZero days quiet: supplement approved, panel ordered, and the next expected activity named.
Going quietFiles crossing 14 days this week, past 14 and past 30 — each with the waiting party, the predicted date, why, and the cost a day.
Cost of delay$2,864 a day on quiet files, by rental, storage and hotels, by waiting party, and every rental near or past its limit.
Who files are waiting onEvery shop, contractor, adjusting firm, lender and yard — and our own desks — with median days to answer and stall rate.
State clocksOhio, Pennsylvania and Michigan deadlines due in the next 14 days, with status letters drafted for the adjuster.
Cycle time trendFiles past 30 days quiet each week before and after go-live, and each adjuster’s open, quiet and crossing files.
Your claims rulesWhat resets the quiet clock, the rings, prediction horizon, confidence, alerts, authority limits and cost sources.
Governance

Agents read and draft; people send, approve and decide.

Every finding cites its sourceEach waiting party, prediction and cost points to what it rests on — the note, the document, the vendor’s bill, or the closed files in the pattern, with how many there were and how many stalled.
The claim file is read, never changedThe agents are read-only on the claim system. They never edit or delete a note, never reassign a file and never extend, end or cut a rental or a hotel.
People send, approve and extendAgents draft messages, call scripts and status letters. The adjuster sends every one; nothing reaches a customer, a shop or a lender until a person sends it.
Authority limits, appliedThe adjuster approves rentals to 30 days and the supervisor beyond. Supplements over $2,500 are approved by the desk appraiser and co-approved by the supervisor. Drafted plans flag the step that needs the supervisor.
Fair predictionsPredictions use only the waiting party’s behaviour, what is booked and the file’s own dates — never the claimant’s personal characteristics. The predictor does not forecast claim outcome, fraud or litigation.
Every step on the recordEach agent step and each human action is on the file’s activity trail with who and when; agents’ entries are marked AI. Changes to settings apply at the next sweep and are kept as a new version.
Configuration

Your claims rules, not ours

What counts as progress, where the rings sit and who hears about what are settings, changed by the claims operations manager.

SettingDefaultChoose from
What resets the quiet clockA document arrives, a payment or reserve change, an approval or coverage decision, a two-way conversationNotes, routing between desks, an outbound voicemail or unanswered email, a pushed diary: on or off
Alert ring14 days7 to 30 days, in steps of 7
Prediction horizon7 days7 · 10 · 14 days
Minimum confidence to alert60%60 · 70 · 80%
Morning sweep06:0005:30 · 06:00 · 07:00
Who is toldFile owner 3 days before a predicted crossing; supervisor at 14 days; customer experience lead at 30 days or a second unanswered callEach alert on or off
Rental beyond the policy daysSupervisorAdjuster to 30 days; the supervisor beyond
Supplements over $2,500Supervisor co-approvesDesk appraiser approves; supervisor co-approves
Connections

Works with the systems your claims team already runs

Your claims systemnotes, tasks, payments, reserves and diary dates
Documents on the fileestimates, supplements, IA reports, invoices, payoff letters
Shop and contractor statusrepair status and parts dates from shops and contractors
Rental direct billdaily rental rates and days billed, nightly
Storage and hotel billsyard invoices and hotel folios, as they arrive
Customer contactscalls, texts, emails and complaints
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
3days
of warning before a file crosses 14 days quiet
Todayfound at the 30-day review
With agents3 days before 14
target
40%
fewer files past 30 days quiet, three weeks after go-live
about 20 a week → 12
on one team of nine adjusters
typical
762 → 595
homeowners claim satisfaction when repairs run past 31 days

“demo” = seen in the working solution, on its sample claims data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (J.D. Power 2025 U.S. Property Claims Satisfaction Study — satisfaction 762 vs 595 when repairs run past 31 days; 44+ days from first notice to final payment). State rules shown in the solution: Ohio Adm. Code 3901-1-54, 31 Pa. Code §146.6, MCL 500.2006. People, companies, claims and vehicles named on this page are fictional — characters and sample data in the working solution.

Questions

What claims leaders ask us.

What is claims cycle time monitoring?

It is watching every open claim for the days it spends waiting, not just its age. Claims Cycle Time Monitoring reads each open property and auto file every morning, works out who it is waiting on and when anything meaningful last happened, and flags the files that will go quiet before they do.

How is this different from a claim aging report or diary dates?

An aging report shows how old a file is, and a diary resets on any note. Here only meaningful activity resets the quiet clock — a document received, a payment or reserve change, an approval, a two-way conversation. Internal routing, one-way voicemails, notes and pushed diaries are recorded but do not count.

How does it predict which claims will stall?

From the pattern of the party the file waits on — median days to answer and the share of its closed files that stalled past 14 days — and from what is booked, such as an inspection or a recorded statement. Each prediction shows its date, its confidence and the closed files behind it.

Does it find delays inside our own claims department?

Yes. The waiting-on classifier follows the chain, so a file that looks like it is waiting on the shop is shown as waiting on our desk when the shop is waiting on our supplement approval. Our own queues are listed alongside every shop, contractor and lender, with the same measures.

Can it track rental days and storage costs?

Yes. The cost-of-delay meter prices each quiet day from the rental direct bill, storage yard invoices and hotel folios, and shows each rental against its policy limit. It never extends, ends or cuts a rental; that stays with the adjuster or the supervisor.

Does it help with state prompt-handling deadlines?

The state clock keeper tracks acknowledgement, decision, status-letter and payment clocks on each file under each state’s rules — in the working solution Ohio, Pennsylvania and Michigan — and drafts the status letters. The adjuster reviews and sends them.

Do adjusters and supervisors stay in control?

Yes. The agents read and draft only. The adjuster sends every message, the desk appraiser approves supplements, and the supervisor approves rentals past the policy days and supplements over $2,500. Every action is on the file’s activity trail.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your claims handling guidelines, authority table, state rules and a sample of open and closed files — and it goes live once every quality gate has passed. We will walk you through it on your own files first.

See it on
your open claims.

We’ll run Claims Cycle Time Monitoring on a sample of your own open and closed files.