Snap Claim
Carrier-led execution, staged investment, US claims-automation leadership
Carrier-led execution, staged investment, US claims-automation leadership
Seven carriers live with $3.8B of GWP on their books. $8.4M ARR at 128 percent net revenue retention. Straight-through processing at 41 percent and first payment in 19 hours against a 6.2-day baseline. Contribution positive from claim one, with a claims-ops, ML and actuarial team carriers trust.
Revenue concentrated in seven carriers at roughly $1.2M ACV each. Not yet EBITDA-positive, with two years of planned burn ahead. A 59 percent non-STP tail still needs human-in-the-loop review. Long 6-to-9-month integration cycles. A lean team carrying a Series A plan.
Carrier LAE ratios at multi-year highs, making cost-to-serve a board priority. Adjudication AI crossing the reliability bar for straight-through processing. Policyholders expecting an app-grade claim. A $42B TAM and $11B SAM no platform owns end to end. Embedded expansion into more lines inside every live carrier.
Incumbent claims ecosystems bundling AI into legacy suites. Large carriers choosing to build rather than buy. State DOI or model-governance rules tightening on automated adjudication. A single-domain estimator moving end to end. Carrier concentration if a top account churns.
Moderate. The high-frequency STP corridor is open today, but incumbent claims ecosystems and AI-native carriers could move in once it is proven. The barrier is carrier trust, model governance and integration depth, none of which is bought in a single sales cycle.
Low to moderate. Inputs are inference compute and third-party data enrichment, both multi-sourced. The scarce input is proprietary claims data from live carriers, which Snap Claim accumulates with every claim it processes.
Low today. No rival owns the claim from the policyholder's phone through AI adjudication to settlement across multiple lines. Point tools compete on single steps, so direct rivalry in the full-claim segment is limited near term.
Moderate to high. Carriers are large, sophisticated and few, and each account matters. But the LAE savings are documented and shared, so switching away from a system that pays for itself in roughly three months is costly.
Moderate. In-house carrier IT, legacy TPAs and single-point AI tools are the substitutes. Each is slower, costlier or covers only one step of the claim, and build-vs-buy math favors buy once LAE is a board priority.
US insurance is regulated state by state through the Departments of Insurance. Automated adjudication and rate practices sit under DOI oversight. A stable federal framework, with carriers requiring model governance and audit trails before plugging any platform into their book.
US P&C carriers face LAE ratios at multi-year highs after the 2022 to 2024 inflation and severity shock. Cost-to-serve is now a board-level line. Claim frequency in personal and small-commercial lines is resilient across the cycle.
Policyholders now expect a claim to feel like a payments app, not a fax. The claim is the worst moment of the policy and a persistent carrier NPS weak point, so claimant experience has become a competitive battleground.
Document AI and LLM-based adjudication have crossed the reliability bar for straight-through processing on low-complexity claims. OCR, decisioning and instant payment rails are now production-grade and expected.
Climate-driven severity and catastrophe frequency are raising claim volumes and loss-adjustment load. Faster, cheaper routine-claim handling frees adjuster capacity for the complex, high-severity tail.
Automated claims decisions face fair-claims-handling rules, adverse-action and model-explainability requirements. SOC 2, state DOI alignment, actuarial sign-off and human-in-the-loop review keep adjudication compliant and auditable.
US P&C carriers, third-party claims-data and enrichment providers, LLM and inference vendors, instant-payment rails, SOC 2 auditors and state regulators.
FNOL capture, AI triage, data enrichment, straight-through adjudication, human-in-the-loop review, settlement and model governance.
A 60-second mobile claim and AI adjudication that cut carrier LAE while giving policyholders a claim that feels like a payments app.
Enterprise carrier partnerships, solutions engineering, documented LAE savings, and embedded expansion from one line to many inside a live book.
US P&C carriers across personal-lines auto, homeowners, device and warranty, travel and small-commercial.
The adjudication models, the carrier integrations, the proprietary claims dataset and the claims-ops and actuarial team.
Founder-led enterprise sales, insurance-conference presence, actuarial and claims-leadership referrals, embedded expansion.
Engineering and AI/ML, carrier GTM, claims-ops and human-in-the-loop review, compliance and security, and G&A.
A $6.00 per-claim platform fee and a $3.60 per-claim performance fee on documented LAE saved.
A routine claim carries $40 to $90 of loss-adjustment expense and takes days to weeks to close. It is the worst moment of the policy, and nobody owns it end to end.
A 60-second mobile claim with AI triage, enrichment and straight-through adjudication, carrier-embedded, that settles routine claims in hours not days.
The platform behind the 60-second claim, cutting carrier LAE and priced on claims processed and savings delivered.
A proprietary claims dataset from live carriers, deep integrations, model governance carriers trust and a team from inside carrier claims and actuarial.
US P&C carriers across auto, home, device and warranty, travel and small-commercial. High-frequency, low-to-mid-complexity lines.
Carriers live, claims per month, STP rate, time to first payment, net revenue retention and gross-profit payback.
Founder-led enterprise sales, insurance conferences, claims-leadership referrals, embedded expansion inside live books.
Inference and enrichment, human-in-the-loop review, engineering, carrier GTM, compliance and G&A.
A $6.00 per-claim platform fee plus a $3.60 per-claim LAE-share fee, $9.60 blended per claim and rising with automation.
US entity, clean cap table, SOC 2 controls, state DOI alignment, model governance and audit-ready financials.
Founders plus Marcus, ML and integration engineers, claims-ops reviewers, enterprise AEs and an actuarial and compliance bench.
The FNOL capture app, triage engine, adjudication models, enrichment pipeline, human-in-the-loop console and settlement rails.
Inference compute, third-party claims-data and enrichment feeds, payment rails, SOC 2 auditors and security tooling.
FNOL capture from the policyholder's phone, a photo and three prompts, ingested and triaged in seconds.
AI triage, data enrichment, straight-through adjudication, and human-in-the-loop review on the non-STP tail.
Settlement and instant payment to the claimant, with the decision and audit trail written back to the carrier.
Founder-led enterprise sales, insurance-conference presence, actuarial and claims-leadership referrals, embedded expansion.
Model tuning, STP coverage growth, fraud signals and carrier success across the account lifecycle.
Snap Claim: end-to-end AI adjudication priced per claim and on LAE saved. The carrier pays for outcomes, not a legacy licence, so cost-to-serve falls while claimant experience rises.
Incumbent claims ecosystems and large systems integrators: deep coverage, but legacy, expensive and slow, priced on multi-year licences rather than claims processed.
Point AI tools and single-domain estimators: cheap and narrow, but they automate one step and leave the rest of the claim manual.
In-house carrier builds and legacy TPAs: costly and slow, carrying full overhead without straight-through economics or an app-grade claimant experience.
When routine claims flood in, I want to settle the simple ones automatically and accurately so my adjusters focus on the complex, high-severity tail.
When my LAE ratio is a board line, I want to trust that every automated decision is governed, auditable and defensible, and feel I cut cost without cutting corners.
When policyholders and my board judge the book, I want a claims experience that reads as modern and fair, and signals a carrier that competes on cost and experience at once.
$40 to $90 of LAE per routine claim. Days-to-weeks cycle times. Adjuster capacity burned on simple claims. Fraud leakage. The worst NPS moment of the policy.
Straight-through settlement in hours. Documented LAE savings. Freed adjuster capacity. Lower fraud leakage. A claim that finally feels like a payments app.
In-house carrier IT. Legacy TPAs. Single-domain estimators. Manual adjuster workflows. Or accepting high LAE as a cost of doing business.
$220K fully loaded carrier CAC, covering an enterprise AE, solutions engineering and a 6-to-9-month integration. High per logo, but each carrier is worth roughly $1.2M ARR.
Roughly $0.9M Year-1 gross profit per carrier, compounding at 128 percent net revenue retention. Three-year discounted LTV runs well above $1.5M, with undiscounted lifetime materially higher.
Roughly 7x on a 3-year discounted basis against a $220K CAC. Well above the 3x healthy threshold, driven by 128 percent retention and embedded expansion into more lines.
About three months on gross profit. A $220K CAC against roughly $0.9M of Year-1 gross profit per carrier.
74 percent today, walking to 75, 79 and 82 percent across Year 1 to Year 3 as STP rises and the automated mix outgrows the human-reviewed tail.
Low. Carriers integrate over 6 to 9 months and expand line by line, so net revenue retention runs at 128 percent and switching away from a system that pays back in three months is costly.
Win US P&C carriers with the 60-second claim and AI adjudication. Grow from 7 to 16 carriers in Year 1 and lift STP to 46 percent across live books.
Add two new lines, a fraud-signal module and deeper STP coverage for existing carriers, lifting revenue per claim without new logos.
Extend the proven platform to new lines and carrier segments, reaching 31 carriers by Year 2 and 52 by Year 3.
Build fraud, underwriting-signal and claims-data products across the multi-line carrier base.
| Criterion | Assessment |
|---|---|
| Valuable | Documented LAE savings of roughly $14.40 per automated claim, cutting a board-level cost line. Straight-through settlement in 19 hours against a 6.2-day baseline. Each benefit is one the carrier can measure on its own book. |
| Rare | The combination is rare. Estimators own vision. Workflow tools own the back office. Carriers own their own book. None pairs a claimant-first 60-second FNOL, end-to-end adjudication and multi-line reach sold to carriers. |
| Inimitable | Strong. Models are copyable, but a proprietary dataset from 72,000 claims a month, deep carrier integrations and the model governance carriers demand cannot be assembled inside an 18-month window. |
| Organized | Partial. Live across seven carriers and contribution-positive per claim today. The Series A funds the engineering, claims-ops and compliance layers needed to capture at scale. ML and integration hires critical in the first two quarters. |
A state DOI ruling that restricts automated adjudication, or a model-governance standard that raises the bar for STP. Watch both through counsel, actuarial sign-off and quarterly regulatory reviews.
Carrier concentration and adjudication-model drift. Mitigate by widening the carrier base from 7 to 16 in Year 1, human-in-the-loop review on the non-STP tail, and continuous model monitoring.
Minor inference-cost swings and small enrichment-vendor price moves. Accept these and spend no management time on them.
Long 6-to-9-month integration cycles and slower early STP ramp on a new line. Manage through phased carrier onboarding, staged go-lives and monthly reviews.