AI for insurance operations — claims automation, underwriting automation, policy administration, and agent enablement, built around how your carrier or agency actually runs.
We have mapped operations at regional carriers, MGAs, and national specialty lines. The specifics change. The friction points do not.
First Notice of Loss comes in after hours, on weekends, and across time zones. The intake agent captures a few fields, queues a callback, and the policyholder waits 18 hours for the first conversation. By the time the adjuster has the file, the photos are already on Facebook.
Police reports, repair estimates, medical bills, photos, contractor invoices — every one a different format, every one re-keyed into the claims system. The adjuster spends more time data-entering than adjusting.
An underwriter asks for one more document and the application stops. The agent calls the insured, the insured emails a PDF, no one tracks the cycle. Three weeks later, a clean risk has shopped elsewhere.
Endorsements, renewals, cancellations, address changes — every one a form, every one a phone call, every one a manual update across the policy admin system, the agent portal, and the GL. Errors compound across the chain.
Patterns that would flag a suspicious claim — repeat parties, repeat shops, repeat timing — show up in three different systems. SIU sees them after the payment goes out. Recovery is a fraction of prevention.
Producers spend half their week on COIs, certs, renewals, and 'just one more form.' The carrier expects the agent to be the customer interface, but the work the customer needs is admin work — and it kills new business.
Before we talk about AI, we map the machine. Every carrier we work with starts here — the four operational surfaces every policy and claim touches, and the work that happens on each.
From submission to bound policy. Where speed wins business — and bad data costs portfolios.
The middle of the funnel — FNOL through settlement. Where customer experience and loss ratios both get decided.
Everything that happens between bind and renewal — and decides whether the policy renews at all.
Agents, brokers, and policyholders — the front line that defines the carrier's reputation.
We do not believe in an "AI adjuster." We believe in an AI operations layer that takes the predictable, repetitive, system-to-system work off your team so your licensed staff can spend their time on the work the policy requires.
Coverage determinations, reserves, settlements, declinations, cancellations. The AI drafts, organizes, and surfaces — your licensed adjusters and underwriters decide and sign.
Six systems that map to the operational realities of running a carrier. None of them are chatbots. All of them are operational infrastructure that connects the tools you already use.
Loss notices captured 24/7 across phone, web, and chat — qualified, classified, and routed to the right adjuster before staff arrives.
Phone
Photos, reports, estimates, and bills get parsed, classified, and filed to the claim file with structured data extracted into the system of record.
Broker submissions are parsed, risk data is pulled, missing items are chased on a cadence — underwriters see complete submissions instead of half-files.
Policy changes, renewals, cancellations, and COIs run as orchestrated workflows — agents and policyholders get same-day turnaround, errors stop compounding.
PAS
Coverage forms, endorsements, underwriting rules, and product manuals retrievable by agents and reps in seconds — always citing the source document.
Drive
Patterns across parties, providers, shops, and timing are surfaced to SIU before payment — not after. Suspicious files flagged with reasoning, not opaque scores.
Claims system
One example of what we've shipped in the insurance & legal space.
How a Florida personal injury defense firm built a six-agent AI intake system — greeting, qualifying, classifying case type, and pushing structured lead data straight into case management. The same multi-agent AI claims processing pattern carriers use for FNOL automation and agencies use for submission intake.
Read the case study →We do not ask carriers or agencies to migrate. We build insurance automation on top of the policy administration software you already run — AI for Guidewire, Duck Creek, Majesco, Applied Epic, EZLynx, and Insurity. Your PAS stays the system of record, your claims system stays the rail, and the AI lives in the seams between them.
Not a feature, not a chatbot, not a magic button on a marketing page. The work it does is the same work your staff has always done — moved into a system where it runs reliably.
Insurance is a regulated business. If a system is not measurably more accurate than your current process, we do not ship it. We measure, calibrate, and disclose drift to compliance.
The best AI system is the one that disappears into the carrier's actual workflow. If staff have to change how they work to use it, it is the wrong system.
Coverage calls, reserve setting, settlements, declinations, fraud confirmations — all go through a licensed adjuster or underwriter. The AI prepares, drafts, and surfaces.
How we apply this in other parts of the operation.
Custom AI for intake, case management, and document automation — built alongside attorneys, for attorneys.
Explore →AI for clinical documentation, claims processing, and patient operations — without disrupting the care team.
Explore →AI for compliance, KYC, fund administration, and advisory operations — designed for audit-grade environments.
Explore →The stuff we hear most on the first call. Don't see yours? Book a 30-minute conversation.
Book a 30-minute conversation. We'll map the highest-leverage workflows in your business and tell you whether AI is the right answer.