Claims VP, staff adjusters, SIU, compliance, CIO
Prepare claims overnight while keeping coverage decisions with adjusters
Can the file be ready without the model deciding coverage, denial, or payout?
Claims VP, staff adjusters, SIU, compliance, CIO
Can the file be ready without the model deciding coverage, denial, or payout?
Counts are from the walkthrough file below — a sample Monday morning, not a promised customer result.
Overnight Engine prepares a claim the way a junior examiner should: documents in, gaps visible, inconsistencies tagged, the working file assembled. Coverage, denial, reserve, and payout stay with the licensed adjuster. If a shop line does not have a photo, the file is incomplete — not denied.
Overnight Engine
22 files are complete enough for an adjuster to work. Nine are missing evidence or show an inconsistency. No file in this queue has a coverage decision attached.
Assembly
Adjuster
Assembly
Completeness
Harbor Mutual, Monday 8:07 a.m. CLM-29-4418 is held for a missing rear-quarter photo and a collision FNOL with a hail refinish line. Chris Adelman still owns the coverage call.
The walkthrough is a personal-auto collision, CLM-29-4418, reported Saturday evening.
FNOL
Policy number, loss date, VIN, third-party carrier, injury flag, and the insured’s account of the loss.
Policy and history
Guidewire contract, deductibles, and an ISO prior-loss pull on the VIN.
Evidence as it arrives
Photos, the body-shop estimate, a police report if one exists, and later supplements.
Completeness
Required slots are checked: FNOL fields, photo set, estimate, prior-loss search. Missing slots are requested, not invented.
Evidence assembly
Estimate lines are tied to photo slots. A $2,180 quarter-panel line with no photo keeps the file off the ready desk.
Inconsistency detection
A collision FNOL with a “hail-related refinish” line is tagged for the adjuster. The tag is not a coverage decision.
Routing
Complete files go to the assigned adjuster. Incomplete files stay in assembly. High-severity or SIU designations follow the carrier’s existing rules.
Chris Adelman has twenty-two files that are complete enough to work and nine that are not. CLM-29-4418 is in the second group. He can see the FNOL, three photos, the estimate, the ISO glass claim from 2024, and two open questions: the missing quarter-panel photo, and the collision / comprehensive mix.
He does not get a recommended payout, a recommended denial, or a drafted reservation-of-rights letter unless Harbor later configures those as human-only drafts. In this workflow they are off.
Harbor’s claims-prep workflow is deliberately narrower than a full claims desk.
Can prepare
Can execute
Always needs approval
If Chris treats three photos as enough on a bumper-only loss, that labeled example can support a completeness hypothesis. If he refuses to work a quarter-panel loss without the photo, the opposite example is stored.
A hypothesis that auto-closes any three-photo set fails Harbor history and does not ship. Tying estimate lines to photo slots passes. The winning model changes what is called complete — not what is called covered.
Pilot on one line of business, one office. No settlement KPIs until prep quality is trusted.
| Metric | How it is measured | Pilot target |
|---|---|---|
| Time to a workable file | FNOL → adjuster can act without chasing basics | Most standard auto files ready next business morning |
| Completeness precision | % of “ready” files the adjuster agrees were ready | High; a false ready is worse than a false hold |
| Adjuster handle time | Minutes spent assembling vs. deciding | Assembly down; decision time is not the target |
| Unauthorized outcomes | Coverage or payment written by the engine | Zero. This is a stop-the-pilot metric. |
Claims files, photos, and bureau pulls stay on carrier infrastructure. The engine can run air-gapped from the public internet except for the bureaus you already allow.
If a later program adds payout drafts, that is a separate workflow with a separate authority matrix — not a toggle on this one.
Flagship
Payment-ready overnight
Vendor match, three-way match, duplicates held for AP.
Finance
Clear expenses overnight
Policy-clean reports ready. Exceptions keep their controls.
Healthcare
Coding without the backlog
Pre-coded charts with citations. Coder still signs.
Research
Protocol-amendment review
Redlines and eTMF gaps. RA still files.
Credit
Cleaner underwriting files
Docs, DTI, exceptions. No credit recommendation.
Next step
Start with first-notice completeness on one line of business. No settlement authority on the machine.