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Industries // Insurance

Faster claims and underwriting, examinable and bias-tested by design.

Attri builds and governs AI for insurers and MGAs. Every routing, denial, and pricing decision is logged, bias-tested, and ready for the examiner. Live in weeks, additive to your policy and claims systems.

Bias-testedFully loggedExaminableSelf-hosted
Claims Triage AgentGoverned · self-hosted
Live
Incoming claim
#FNOL-3391Auto · collision
Fast-track
Fairness checkWithin threshold
Proxy discriminationDisparate impact
Decision logged · examinable on demand
Submission triage4h9s
Bias testPass
Bias-testedExaminableLoggedHuman-in-the-loop
  • Dentons
  • Bully & Andrews
  • EM3
  • Illinois Bone & Spine
  • Location Matters
  • Bioworld
  • Midwest Comprehensive Imaging
  • Fresenius
  • KA Pandit
  • Kennedy Krieger
  • Pain Center of Illinois
  • Midwest Comprehensive Medical Center

Regulators now want proof your AI is fair,
most insurers can't produce it.

Claims and underwriting are slow and manual, and your best adjusters spend the day re-keying ACORD forms and loss runs. New state rules now demand a written AI program and bias testing, provable in a market-conduct exam. You need speed you can defend.

Coalition Against Insurance Fraud

$308.6B / yr

Estimated annual cost of US insurance fraud.

Conning GenAI adoption study

55%

Of insurers are in early or full GenAI deployment.

NY DFS CL7; Colorado SB21-169

New state rules

NY DFS Circular Letter 7 and Colorado SB21-169 now require fairness testing and documentation.

Purpose-built insurance agents, examinable by design.

We start with one high-friction workflow and ship a governed agent for it, then expand. Each one is built for bias testing and an examinable decision record from day one.

Claims triage & FNOL

Intake, classify, and route every claim, with each decision logged for unfair-claims-practice compliance.

Fraud / SIU

Surfaces and explains suspicious claims for investigation.

Underwriting submission intake

Reads ACORD forms, broker emails, and loss runs, and structures the submission, with anti-proxy testing built in.

Subrogation

Identifies and pursues recovery opportunities that slip through today.

The AI your CRO and the market-conduct examiner both sign off on.

Every model is bias-tested for proxy discrimination and disparate impact, documented for your program. Denials and adverse actions are logged with their rationale. So a market-conduct exam is answered with evidence, not a fire drill.

NAIC AIS

Written program + artifacts

CO SB21-169 / NY DFS CL7

Quantitative bias testing

UCSPA

Logged claims decisions

Adverse actions

Human-in-the-loop

See submissions triaged in minutes, and defensible on every decision.

A mid-market MGA triaged submissions 3x faster while enforcing appetite rules on every deal, every decision logged and examinable.

3x

Faster submission triage.

Appetite rules

Enforced on every deal.

6 weeks

To a governed, in-production agent.

Questions, answered.

Can't find what you're looking for? Book a consultation.

Every model is tested for bias before it goes live, and the results are documented. If a regulator or auditor asks whether your AI is treating people fairly, you have evidence, not just a claim.

Bring us your most painful claims or underwriting queue.

In one working session we will map a workflow, score the opportunity, and show you exactly how we would build it bias-tested and examinable. You leave with a prioritized plan, whether or not you work with us.

We only use this to prepare for your session. No spam, no data sharing.