Insurance fraud intelligence

The intelligence unit that exposes insurance fraud rings.

AI Criminal Mind on your side.AI Criminal Mind on your side.

Organized rings and colluding professionals cause the heaviest, longest-running losses on your book, and are built to pass your checks. LepreCon gives insurers what it takes to stop them: every source collected, fused into one picture, and read by a criminal mind.

Insurers onlyOn-prem, air-gappedNo IT heavy lifting

Watch · 42 seconds

Why fraud rings go undetected, and what it takes to stop them.

01 · The problem

Everyone knows the rings exist. Almost no one can prove it.

A ring keeps every claim inside your normal ranges. It has the intelligence advantage: it knows your rules, and you see one claim at a time.

ABuilt to pass

Garages, appraisers, medical evaluators and claimants coordinate so each claim looks clean.

BA partial picture, sometimes staged

Each tool sees one source. The ring decides what that source shows.

CSuspicion is not proof

SIU needs evidence that holds up, not another score.

Same 5 claims, two views
GaragePhoneAccountAppraiserClaim 1Claim 2Claim 3Claim 4Claim 5
5 claims · 1 garage · 1 phone · 1 account · 1 appraiserRING DETECTED

02 · The platform

Mind the intelligence gap.

LepreCon works like an elite intelligence unit. It collects from every source, fuses them into one picture where patterns and contradictions gain meaning, and a criminal-mind brain reads that picture to expose complex fraud and whole networks.

Collectionspecialist signals, ours or yours

Vehicle intelligence

Part swaps, odometer tampering, pre-existing damage, crash data and timestamp

Voice analysis

Deception cues and coaching in live and recorded calls

Conversation & context

What was said vs. what was submitted; scripted stories

Photo forensics

AI-generated, edited and recycled damage photos

Document forensics

Forged invoices, estimates, medical bills and IDs

LepreCon
  1. Collectevery source
  2. Fuseone unified picture
  3. Brainthinks like the ring
Collectionyour data, internal + external

Internal systems

ClaimsPoliciesPaymentsNotesCall recordingsEmails

Every entity, resolved once

PolicyholdersClaimantsVehiclesProvidersPhonesBank accounts

External data

Vehicle historyLegal historyStolen vehiclesLPRIndustry databases

One intelligence picture

What your claims and SIU teams receive
Rings exposed

Networks across claims, people, vehicles and documents, plus the rings linked to them

Contradictions found

Sources that disagree, which no single tool can see

Caught before payment

Emerging patterns and repeat actors, early

Smoking-gun blueprint

Plain-language, evidence-backed next steps

03 · How a ring is exposed

From one trigger to the whole network.

Trigger

One source, or two that disagree

A vehicle scan finds a module swapped in from another car. Or an invoice says rear bumper while the photo shows the front grille.

Full analysis

Every source, every linked entity

The history of everyone involved and everyone they touched, with their photos, documents and calls. Never one source alone.

Expose

The network, and the rings beside it

Shared members lead to parallel rings. Each finding comes with the reasoning behind it.

Explainable by design

Not a score. A smoking gun.

Every alert arrives as a plain-language investigative blueprint: who is connected, how, and which facts to verify for a defensible denial. Fully auditable. The same intelligence clears legitimate claims faster.

ALERT ORGANIZED RING · HIGH

Trigger airbag module VIN ≠ vehicle VIN
Entities 5 claimants · 1 body shop · 1 appraiser
Shared phone ••• 4417 · payee acct ••• 0932
Photo rear-panel image reused across 2 claims

› Verify: body shop ownership vs. claimant 3
› Request: original photo files with metadata
› Hold: payments on 2 open claims
Illustrative example

Proven in production

Rings that ran undetected for years, uncovered.

Production results tracking bottom-line SIU efficiency.

~$1MSavings / 100K policies
50–70%Investigation prep time saved
40%Fewer false alerts

04 · Modular pilot

Prove value in two days. Then go after the rings.

Start with one module and a result you can see right away. Expand when the numbers justify it.

Phase 1

Vehicle intelligence

2 dayspilot

Our OBD adapter reads the car's own computers in minutes, on any vehicle. It finds what a visual inspection cannot, and gives you your first triggers.

  • Swapped and non-OEM parts
  • Real mileage vs. odometer
  • Damage that predates the accident
  • Crash data with exact timestamp
Outcome: immediate, documented value on real claims.
Phase 2

Ring intelligence

Weeksto first rings

Connect the vehicle findings to claims data, photos and documents. The full intelligence picture exposes the networks behind them.

  • Claims, policy and payment data
  • Photo and document forensics, including deepfakes
  • Entity resolution across the book
  • Criminal-Mind ring detection
Outcome: hidden rings and linked networks, with evidence and value attached.

Built for enterprise IT

Zero effort from your teams. Zero exposure.

On-prem or air-gapped

Runs inside your environment or private cloud.

No data preparation

Zero-ETL architecture adapts to your systems as they are.

Keep your tools

Connect the vendors you already use, add ours, or both.

Ready for what's next

New specialist technologies plug into the same layer.

Next step

Ready to unmask the rings?

Book a short call. We'll scope a two-day vehicle pilot on your own claims and show you what it finds.

Emailleprecon@leprecon.ai
Phone (US)+1 857 221 6881
Office3 2nd Street, Jersey City, NJ 07302
Contact
LepreCon Inc.

leprecon@leprecon.ai

+1 857 221 6881

3 2nd Street, Jersey City, NJ

LepreCon© 2026 LepreCon Inc. | The Science of Fraud PredictionResults: LepreCon production deployment. Alert example is illustrative.