SystemProperty & Auto Claims

FNOL & Claims Triage Automation

FNOL automation and claims triage: every first notice of loss read, sized and on the right desk while the customer is still on the line

Every new claim sized and on the right desk before an adjuster opens it.

See one case, screen by screen ↓
demo70/ 100severity the moment the caller says the other driver was taken by ambulance — up from 41, and the claim moves to the Injury unit mid-call
demo31of 34loss-notice fields filled during a 2 min 31 s call, each tied to the sentence it came from
target14minfrom first notice to the right desk, from about two days
target96%of injury claims reached within 24 hours, from 61%
In short

What is FNOL & Claims Triage Automation?

FNOL automation takes the first notice of loss — a call, web form, app report, email or agent submission — and turns it into a structured claim without retyping. FNOL & Claims Triage Automation transcribes the call, fills the loss notice with every field cited, matches the policy in force on the date of loss, scores severity and routes the claim, then asks the customer for anything still missing.

How to choose AI solutions for insurance →

Updated

The problem

Why a first notice takes days to reach the right adjuster

First notices come in by phone, web form, app, email and agent, with photos, police reports and repair quotes attached in any order. On the phone, the first-notice specialist types the caller’s story into the claim screen while searching the policy in another, and the notes end up as free text nobody can sort by.

Severity is guessed, and often late. The injury or the third party comes out at the end of the call, or in an email two days later, while the claim sits in the damage queue or a shared inbox waiting for a supervisor to assign it. A misrouted claim loses days before the right person sees it — and the acknowledgement and investigation clocks started at notice, not when the claim finally reached the right desk.

typical20–30minof handle time on a traditional first-notice call
demo1.9daysmedian from first notice to the right desk, in the sample carrier’s quarter before go-live
demo61%of injury claims contacted within 24 hours in that same quarter
Where a first notice’s hours goestimated
By hand48.8 days
With the solution0.3 days
  • Taking the call and typing it in0.5 → 0.1 d
  • Looking up the policy and coverages0.3 → 0 d
  • Waiting in a shared inbox to be assigned16 → 0.1 d
  • Moving a misrouted claim to the right desk24 → 0.1 d
  • A second call for photos and missing details8 → 0 d

Estimated split, in hours, for one auto first notice by hand and with the solution.

How it works

How a first notice moves

Six agents listen, fill, match, score and route every first notice while the customer is still talking; the specialist confirms.

What comes in
First notices in5 channels · calls, web, app, email, agents
Agents at work
Call listenerlive transcript
Notice readerfields + sources
Then
Policy matcherin force on the loss date
Severity scorera reason for every point
Then
Routerdesk, capacity, licence
Then
Follow-up writertext before hang-up
A person decides
First-notice specialistconfirms the claim
What comes out
Claim on the right desk
Injury flagged on day one
Missing items requested
One case, step by step

One phone call, from ringing to the Injury unit

Monday 12 October, 08:14. Denise Varga calls the Tallowmere Mutual claims line twenty minutes after a left-turn collision on State Route 61. Here is what happens next, screen by screen, in the working solution.

  1. 0108:14 · Ringing

    The call rings, and the policyholder is already known

    Marcus Bell · First-notice specialist

    Marcus sees an incoming call from +1 (614) 555-0182 and a check beside it: the caller ID matches a policyholder. The auto loss notice waits empty — 34 fields across the policy, the loss, the insured vehicle, the other party, injuries and photos — with the severity meter at 0 and the six desks listed under it.

    “Answer to start. The transcript, the claim and the severity build as Denise speaks.”

  2. 0200:07 to 00:43

    Policy matched, loss notice filling, score climbing

    Policy matcher · Notice reader · Severity scorer

    Seven seconds in, the policy matcher ties the caller to named insured Denise Varga on personal auto policy PA 4471-20983, in force on the date of loss, with bodily injury 100/300, collision with a $500 deductible, rental at $40 a day and medical payments of $5,000. As she describes the left turn, the airbags and the tow to Corbett’s, each field lands with the call time of the sentence it came from. Two vehicles, a left turn across traffic, airbags and a tow add up to 41 — the Auto damage desk, Kara Lindqvist.

    Ask next: “Was anyone hurt, in either car?” — “Two vehicles and airbags · injury not asked yet”

  3. 0301:01

    “The other driver was taken by ambulance” — and the claim moves

    Severity scorer · Router

    Marcus asks the suggested question. Denise is fine, just shaking, but the other driver was put on a stretcher. The scorer adds +29 and the meter jumps from 41 to 70. The router strikes through the Auto damage desk and moves the claim to the Injury unit under rule R-07, any injury, and a 24-hour clock to contact the injured party starts while she is still on the line.

    “Moved to Injury unit · rule R-07, any injury · Tomás Reyes (31 of 35 open, licensed OH)”

  4. 0402:20

    The rest of the story, with nothing left to retype

    Marcus Bell · First-notice specialist

    The prompts turn to what is still missing. Denise gives the police report number, MPD-26-118742, and Officer Dunleavy. Her son Eli, 15, says his shoulder hurts where the seatbelt was: +8, the score is 78, and medical payments applies to Eli with a $5,000 limit. She reads the other driver’s details off his insurance card — Kyle Brandt, a gray Honda Civic, Lakemont General — and the other carrier is noted for recovery.

    “31 of 34 filled · 3 requested by text · every value cites its source”

  5. 052 min 31 s · Wrap-up

    Four exposures and a text, for Marcus to confirm

    Marcus Bell · First-notice specialist

    Wrap-up lays out the claim before anything is created: collision on the Subaru Outback with Kara Lindqvist for a field appraisal at Corbett’s; bodily injury for Kyle Brandt, property damage on the Civic and medical payments for Eli, all with Tomás Reyes in the Injury unit. Below it, the text to Denise, for Marcus to confirm before it is sent.

    “Tallowmere Mutual: Denise, your claim 26-AU-418832 is open. Tomás Reyes will call you today. Rental cover is $40 a day. Please add photos of your car, the other driver’s insurance card and Eli’s doctor here: [photo link]”

  6. 0608:17 · Created

    A claim record that explains its own score

    Tomás Reyes · Bodily injury adjuster

    Claim 26-AU-418832 opens with “Why 78”: six points, each tied to the call time of the sentence it came from. The assignment history shows the route at each moment of the call, the contact for Kyle Brandt is due by 08:15 tomorrow, and the still-needed list shows damage photos, the other driver’s insurance card photo and Eli’s doctor, all sent. The run log records each agent step.

  7. 07Same morning

    Written notices get the same treatment

    Notice reader

    Not every first notice is a call. Yusuf Haddad’s web form says he rear-ended a car on Hamilton Ave and the other driver said his neck hurt: +12 for a third party complaining of pain, a score of 36, and the Injury unit under R-07 even though the score is low. The same list holds an attorney letter from Pruett & Lang LLP, a duplicate app and web report merged into one, and a burned stolen BMW flagged for review signals.

    Any injury, to anyone, goes to the Injury unit — whatever the score.

  8. 08Before anyone chases

    What is still missing, already asked for

    Follow-up writer

    Every request to a customer or agent sits in one list: Denise’s photo link sent at 08:16 during the call, Brightwater Agency’s reply with the date of loss for a hail claim, a theft checklist for keys and title, and Travis Kemp’s account of an accident he has not reported, with a call scheduled at 10:00.

    “Reminders every 24 hours · after three, the adjuster gets a task to call”

  9. 09All morning

    186 first notices, sized and routed

    Ines Calloway · Claims intake supervisor

    The intake board shows every channel flowing into every desk: 58 by phone, 47 by app, 41 by web form, 23 by email and 17 from agents since midnight, with a 14-minute median to the right desk and 3 moved after routing. Each desk lane shows its newest claims with their scores, and the burned BMW in the Auto damage desk lane carries a copy to special investigations.

  10. 10Every month

    Triage quality, measured

    Gwen Atherton · Director of claims operations

    Insights puts the desk the router chose against the desk each claim ended on: over 30 days, 4,833 of 4,912 first notices (98.4%) stayed where they were routed, and most moves were Express to Auto damage after photos showed hidden damage. Against the quarter before go-live, the sample carrier’s median to the right desk went from 1.9 days to 14 minutes and injury contact within 24 hours from 61% to 96%.

Who it’s for

Built for everyone who touches a first notice.

The same call, seen by the four people who carry it — what their day looked like, and what it looks like now.

MB
Marcus BellTallowmere Mutual claims line
First-notice specialist
Before
Takes 30–40 first-notice calls a shift across three screens — “I’m typing while they’re crying. I can’t also work out which desk it goes to.”
Now
Listens and asks the suggested question; the loss notice fills itself, the route is shown with its rule, and he confirms the claim and the text before Denise hangs up.
IC
Ines CallowayAssigns and approves overrides
Claims intake supervisor
Before
Assigns the overnight pile every morning and fixes misroutes — “Half my morning is moving claims that went to the wrong desk.”
Now
Sees every desk’s open files against its cap and every adjuster’s licences; approves route overrides and over-cap assignments instead of doing every assignment.
TR
Tomás ReyesInjury unit
Bodily injury adjuster
Before
Must reach every injured party within 24 hours — “If I hear about the ambulance on day three, the claimant already has a lawyer.”
Now
Gets the claim the minute the ambulance is mentioned, with the score explained point by point, the exposures open and the contact clock already running.
GA
Gwen AthertonOwns cycle time and the regulator’s clocks
Director of claims operations
Before
“I need every claim sized on day one, not when someone gets to it.”
Now
Approves signal and rule changes, which can be tested on last week’s notices first, and watches first desk against final desk every month.
Built on the engine

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

Six agents listen, fill, match, score and route every first notice while the customer is still talking; the specialist confirms.

Call listener

Transcribes the call live, separates the specialist from the caller and stamps every line with the call clock, in English and Spanish.

  • Never speaks to the caller
  • Stops recording when the call ends
Notice reader

Fills the loss notice from the call, web form, app, email or agent submission, and reads photos, police reports and repair quotes. Every field cites its sentence or page; it adds the weather at the time and place of loss.

  • Never guesses a value — leaves it empty and lists it as missing
  • Every value carries its source
Policy matcher

Finds the policy by phone, plate, name or address, checks it was in force and paid on the date of loss, and lists the coverages with limits and deductibles, prior claims and the other carrier for recovery.

  • Never confirms or denies coverage — the adjuster decides
  • Two matching keys required
Severity scorer

Adds up the published severity signals in what was said or written, with the reason and the source sentence for each point.

  • Never decides fault
  • Never calls a claim fraudulent — review signals only, and they never change the score
Router

Applies routing rules R-01 to R-08 in order to the score and the facts, then picks the adjuster with the most room under their cap and a licence in the loss state.

  • Any injury goes to the Injury unit — R-07 always wins
  • Never assigns over capacity without the supervisor
Follow-up writer

Drafts the acknowledgement and the missing-information request from approved templates, in the customer’s language, with one link for every missing item, and sends reminders every 24 hours.

  • Never sends without the specialist’s confirmation
  • Never promises coverage or payment
First-notice specialist

Confirms the claim and every message. The agents propose; a named person decides.

Ask in plain words

Ask about any first notice, score or route

Supervisors and specialists can ask in plain words why a claim went where it did, find notices, rebalance desks or draft a rule change. Every answer points to its source.

Why did Denise Varga’s claim go to the Injury unit?

Because Denise said “the other driver was taken by ambulance” at 01:01 in the call. That added +29 and took the score from 41 to 70; more importantly, rule R-07 sends any injury, to anyone, to the Injury unit. Tomás Reyes was picked: 31 of 35 open, licensed in Ohio. Her son Eli’s shoulder pain later added +8, so the claim sits at 78.

Which notices today mention an attorney?

One: 26-AU-418765, an email at 06:58 with a letter of representation from Pruett & Lang LLP for Marisol Vega, about a 30 September accident with our insured Travis Kemp. It scored 62 (+22 for the attorney letter, +10 because Travis has not reported it) and went to Grace Whitfield in the Injury unit.

The Injury unit is nearly full — who can take overflow?

The Injury unit is at 65 of 70: Tomás Reyes 32 of 35 and Grace Whitfield 33 of 35, with 11 new injury claims today. Rhea Kapoor on Liability & complex has room (39 of 50) and holds bodily-injury authority in Ohio and Kentucky; she was added as overflow for injury claims scoring under 50, approved by Ines Calloway as the intake supervisor.

Route any pedestrian or cyclist struck straight to the Injury unit

Drafted as rule R-09: pedestrian or cyclist struck → Injury unit, ahead of R-01 to R-06. The signal already adds +35. Last week it would have changed nothing on the 1,214 notices — both cyclist claims already reached the Injury unit through R-07. It goes live when Gwen Atherton approves.

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 live callTranscript with the agents’ notes inline, the loss notice filling itself, and the severity meter at 70 as the claim moves to the Injury unit.
Incoming callThe caller ID matched to a policyholder before Marcus answers; an empty auto loss notice of 34 fields ready to fill.
Policy matched, fields fillingThe policy strip with coverages and limits, each field stamped with its call time, the score at 41 and the next question suggested.
End of the call31 of 34 fields filled, three requested in the photo link, severity at 78 and the injury contact clock running.
Wrap-upFour exposures to open and the text to the customer, shown for the specialist to confirm before anything is created or sent.
The claim recordWhy the score is 78, point by point; the exposures and who handles each; the route history; what is still needed; the run log.
Intake board186 first notices since midnight flowing from five channels into six desks, with the newest claims in each desk lane.
Written noticesWeb forms, app reports, emails and agent submissions, each read with its attachments, scored and routed as it arrives.
DesksOpen files against each adjuster’s cap and the states they are licensed in — what the router uses for every new claim.
RequestsWhat is still needed from customers and agents, asked during the call or the moment a notice is read, with replies and reminders.
Severity signals and routing rulesSignals v3.2 with their trigger words and points, rules R-01 to R-08, and a box to try any sentence a caller might say.
InsightsFirst desk against final desk over 30 days, minutes to the right desk by hour, and the change since go-live.
SettingsSeverity bands, the locked injury rule, contact and acknowledgement clocks, reminders, texting and languages.
Governance

Built for claims work that has to stand up: cited, rule-based, confirmed by a person.

Every field cites its sourceEach value on the loss notice carries the call time of the sentence, the form field, the page or the photo it came from; one click jumps to it. The transcript stays with the claim.
The same words, the same scoreSeverity is a sum of published, versioned signals — v3.2 today — each point shown with its reason. Changes can be tested on last week’s notices, and apply only after the director of claims operations approves.
Any injury is a rule, not a judgementAn injury to anyone always routes to the Injury unit. The setting is locked, and the 24-hour contact clock starts the moment the injury is heard.
Review signals, never accusationsWhen review signals are present, special investigations gets a quiet copy. The route and the customer’s experience do not change, and the scorer never calls a claim fraudulent.
People confirm and approveThe first-notice specialist confirms the claim and every message before it is sent. Route overrides and over-cap assignments need the intake supervisor; coverage, fault, reserves and payment stay with the adjuster.
Every step on the recordThe claim’s run log records each agent step — transcript started, policy matched, fields read, each score change, each route, the text sent — ending with the specialist’s confirmation, with the call time of each.
Configuration

Your bands, your clocks, your approvers

What differs between carriers is a setting, not a project. Changes to bands and clocks need the claims operations director; signal and rule changes can be tested on last week’s notices before they are sent for approval.

SettingDefaultChoose from
Express bandScore 24 or underSet the score — auto claims at or under it, with no injury, go to photo estimate
Liability & complex fromScore 50Set the score — auto claims at or over it
Any injury → Injury unitAlways onLocked
Injury contact24 hoursSet in hours — the Injury unit reaches every injured party within it
Acknowledgement clock15 calendar daysKept per state — OH · KY · IN · PA · WV · MI; Tallowmere acknowledges during the call or within one business day
Missing-information remindersEvery 24 hoursThen a task for the adjuster after three
Text the acknowledgement during the callOnOn · off — the specialist confirms before it is sent
LanguagesEnglish · SpanishTranscript, prompts and messages
Connections

Works with the systems you already run

Your claims phone linelive transcript of the first-notice call, speakers separated
Web form, app, email and agent portalwritten notices with photos, police reports and quotes
Policy administration and billingpolicy in force, coverages, limits, paid-to date
Your claims systemprior claims, the new claim and its exposures
Desks and adjustersopen files against caps, licences by state
Text and emailacknowledgements, upload links and reminders from approved templates
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
14min
from first notice to the right desk, from about two days
By hand≈ 2 days
With agents14 min
target
96%
of injury claims reached within 24 hours, from 61%
typical
5–10min
per first-notice call, from 20–30 minutes
Today20–30 min
Automated intake5–10 min

“demo” = seen in the working solution, on its sample carrier’s data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (Strada, FNOL automation benchmarks, vendor-published — 20–30 minutes of handle time on a traditional first-notice call). People, carriers, agencies, law firms and vehicles named on this page are fictional — characters and sample data in the working solution.

Questions

What claims leaders ask us.

What is FNOL automation?

FNOL automation takes the first notice of loss — a call, web form, app report, email or agent submission — and turns it into a structured claim without retyping. FNOL & Claims Triage Automation transcribes the call, fills the loss notice with every field cited, matches the policy in force on the date of loss, scores severity and routes the claim, then asks the customer for anything still missing.

How does claims triage software decide where a claim goes?

The severity scorer adds published signals — two-vehicle collision +18, airbags deployed +8, taken by ambulance or to hospital +29, attorney letter +22 and so on — each with the sentence it came from. The router applies rules R-01 to R-08 in order to that score and the facts, then picks the adjuster on that desk with the most room under their cap and a licence in the loss state.

What happens when an injury comes up late in the call?

The claim moves the moment it is heard. In the working solution, the meter jumps from 41 to 70 when the caller says the other driver was taken by ambulance, the route moves from the Auto damage desk to the Injury unit under rule R-07, and a 24-hour contact clock starts — while the caller is still on the line.

Does it decide coverage, fault or fraud?

No. The policy matcher lists coverages that may apply but never confirms or denies coverage; the scorer never decides fault and never calls a claim fraudulent. Review signals send a quiet copy to special investigations without changing the route or the customer’s experience. Coverage, fault, reserves and payment stay with the adjuster.

Do people stay in control?

Yes. The first-notice specialist confirms the claim and every message before it is sent. Route overrides and over-capacity assignments need the intake supervisor, and changes to severity signals and routing rules apply only when the director of claims operations approves them.

Does it handle written notices as well as calls?

Yes. Web forms, app reports, emails and agent submissions are read with their attachments, scored and routed as they arrive. In the working solution that includes an attorney letter routed to the Injury unit, a duplicate app and web report merged into one, and an agent’s hail notice with the date of loss requested and answered.

Can we set our own bands, clocks and rules?

Yes. The Express band, where Liability & complex starts, the injury contact clock, the acknowledgement clock kept per state, reminder timing, texting during the call and languages are settings. Signal weights and routing rules can be changed, tried on any sentence and tested on last week’s notices before approval.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements and documents — your loss notice fields, routing rules, desks and message templates — and it goes live once every quality gate has passed. We will walk you through it on a sample of your own first notices first.

See it on
your first notices.

We’ll run FNOL & Claims Triage Automation on a sample of your own first notices and routing rules.