Insurance
Decision automation, AI systems and data platforms for carriers and insurtechs — with deterministic decision paths, human approval points and audit trails aligned to the NAIC AI model bulletin. Built by a team with production deployments at Fortune 100 carriers.
Offerings for insurance
Engage an offering on its own, or add Reslt AI engineering for the wider build.
AI-Powered Test Automation
Quote-to-bind, endorsement, FNOL and claims flows tested as decisions, with evidence reproducible from the commit.
AI-Powered Test Automation →LLM Assurance
Guardrails, retrieval context and handoff behavior tested for claims and service assistants — on every model or prompt change.
LLM Assurance →Governance Readiness
A written AI program, testing for unfair outcomes, third-party AI oversight, and the SOC 2 and privacy evidence carriers ask for.
Governance Readiness →The pedigree, in specifics
Our depth in insurance comes from two places: years our team spent building enterprise platforms inside a global insurance-software major — and the carrier-grade AI risk systems the same team builds and operates today.
Years inside a global insurance-software major — building enterprise platforms to the standards insurers and their regulators demand, adopted by some of the world's largest financial institutions.
As the engineering department for a risk-intelligence startup, we built the accident-evaluation and vehicle-telemetry platform now running inside three of the world's largest carriers — past their security review, with SOC 2 Type II and zero findings.
Where we're deep
Policy operations
Policy administration and servicing workflows at carrier scale.
Vehicle data & telemetry
High-volume telematics ingestion, normalization and enrichment.
Accident evaluation & crash intelligence
AI risk and crash-intelligence systems, live inside Fortune 100 carriers.
Claims automation
Decision automation with human sign-off gates and immutable audit trails.
Multimodal accident evaluation — crash data, imagery and visual simulation turned into damage and risk assessments a carrier can defend. Delivered into production at Fortune 100 carriers, through their security and audit reviews.
High-volume vehicle telemetry — sensor streams, event data, video — ingested and engineered at carrier scale, with the data-handling controls Fortune 100 security teams demand.
Policy, claims and insurance-operations platforms — from first notice of loss to resolution, every workflow traceable, reviewable and compliant.
Faster claims decisioning with control — deterministic rules where outcomes are decided, governed AI where it assists, and an audit trail throughout.
Auto claims
We work across the lifecycle rather than selling a single point tool — because the cost sits between the stages, not inside any one of them.
Multi-channel intake with extraction from photos, police reports and estimates, and completeness checking before the file moves.
Severity and complexity scoring at first notice, driving fast-track versus full-adjust routing.
Verification against the policy in force, with the reasoning shown rather than asserted.
Adjuster, appraiser, independent adjuster or repair-network shop matched on skill, licence, capacity and geography — not round-robin.
Photo-based assessment, estimate review against repair procedures, and supplement analysis.
Early prediction, thresholds by jurisdiction, actual-cash-value build-up, salvage and title processing.
Subrogation identification, demand packages, and fraud indicators referred with the evidence attached.
Reserve adequacy, payment and lienholder handling, and closure quality review.
Decisioning
Authority limits, total-loss thresholds, referral triggers, reserve bands — in most carriers these sit in the claims system's code, in a rules engine that has not been re-certified, and in a desk manual. We build them as one managed asset instead.
The rules come out of the code and become something the business owns — authored and simulated by the people accountable for them, with a change history, rather than buried in a release few people can read. Straight-through processing follows, where confidence earns it.
Every outcome reconstructs to the version of the rule that produced it, and the decision logic is regression-tested on every release. The governance evidence is a by-product of the run, not a project somebody starts when the examiner calls.
Vehicle telemetry
Used properly, telemetry opens the claim, sets severity and supports liability. Handled poorly, it becomes a feed no one relies on — so the quality layer matters as much as the ingestion.
Crash detection opens the file before the policyholder reaches for the phone, and what the vehicle recorded at the moment of loss carries straight into severity and liability — as evidence, not as an anecdote collected three days later.
The hard part is not ingestion. It is detecting when a feed has silently degraded — and applying consent and retention correctly, state by state, while it does. That layer is why the signal is admissible at all.
Specs, compliance and validation
We build the claims capability and the specification, compliance and validation layer in the same pass, because in insurance they are one project, not two. What your reviewers ask for is produced as a by-product of the build, not assembled afterwards.
What the system may do, with which data, and who signs for it — set down by your product, operations and compliance people before the build starts. Not inferred by a model after it.
Those commitments are mapped to the obligations that actually apply to a claims file, and they are enforced by the pipeline rather than promised in a policy document. The evidence falls out of the run.
Integrations
Selling into a carrier means plugging into their systems on their terms. We've built against the ones that matter — so integration is engineering, not discovery.
Policy administration and claims platforms, plus first-notice-of-loss intake — connected through documented, testable adapters that survive a carrier's change control.
Telematics providers, sensor and event streams, video and imagery — ingested, normalized and enriched at carrier volumes, with provenance tracked end to end.
Carrier data feeds, document and imagery stores, and downstream reporting — handled with the data controls Fortune 100 security teams demand.
How we govern AI
Platform-grade AI governance, delivered as engineering — specific, checkable commitments, not a values page.
What runs in production is deterministic code — never a model improvising. An AI system cannot invent a claim decision, a rate, or a coverage answer, because no AI is in the decision path unless you put it there deliberately.
Where runtime AI does earn a place — a chatbot, a triage assistant — it operates inside guardrails: scoped knowledge, consistent behavior, and human checkpoints on anything consequential.
Every decision, every change, every access — logged with provenance. Documentation your compliance team can hand to a regulator under the NAIC AI Model Bulletin, now adopted across much of the country.
Client code and data are never used to train anything, and never leave your environment. Your security team can verify it directly.
The Reslt Platform
The Reslt Platform enables a senior team to deliver carrier-grade software quickly, with evidence, without taking custody of your code or your data.
Each discipline — engineering, testing, security, DevOps — is led by a senior specialist, with the platform behind every one. That's how a small team delivers like a full insurance engineering department. You receive the software; you never operate a tool.
The platform operates in your environment. Zero code transfer, and your security team can verify it. What we hand off is standard, documented code you own outright.
Policy and claims data plus high-volume vehicle telemetry — sensor streams, event data and video — ingested, normalized and provenance-tracked at carrier scale, on a domain-grounded spine, inside your environment.
Our customer · insurance
We were the entire engineering and technology operation for a risk-intelligence company — taking it to SOC 2 Type II and live deployments with three Fortune 100 carriers.
Read the outcome →The short version
A conversation about your product, your carrier customers and their review requirements.
Talk to our insurance teamNot ready for a call? Start with the four-week engagement →
