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Industries // Insurance

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

Attri builds AI for insurers and MGAs. Every routing, denial, and pricing decision is logged, bias-tested, and ready for the examiner.

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
  • CP
  • Location Matters
  • Bioworld
  • Midwest Comprehensive Imaging
  • Fresenius
  • KA Pandit
  • Kennedy Krieger
  • Pain Center of Illinois
  • EnvelopX

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.