* Revenue figures are market-based estimates only and are not guarantees of income. Actual results will vary based on execution, market conditions, and individual effort. This is not financial or investment advice.
How the agent runs it
AutoArbiter operates as a fully staffed subrogation recovery firm: the intake agent processes carrier referrals, the investigation agent builds liability packages, the demand agent drafts and transmits demand letters, and the negotiation agent handles adjuster counteroffers via structured email/portal workflows. The CEO orchestrator sequences every case through a defined recovery pipeline, escalating only when a settlement exceeds pre-authorized thresholds or opposing counsel enters the matter. Recovered funds are disbursed via Stripe Connect back to the carrier client, with a contingency fee retained automatically.
Who this is for
The ideal owner has a background in insurance claims, subrogation, or legal operations — ideally 3–5 years working inside a carrier's recovery unit or a subrogation law firm. They understand demand letter standards, comparative negligence rules by state, and adjuster negotiation dynamics well enough to write the agent prompts and quality-check edge cases. This suits someone who wants to productize their domain expertise into a leveraged operation rather than billing hours.
Market opportunity
U.S. property and casualty insurers recover roughly $9.2 billion annually through subrogation, yet industry studies show 30–40% of recoverable dollars are abandoned due to staff bandwidth constraints — creating a massive outsourced recovery opportunity. Carriers are under pressure to improve loss ratios post-pandemic inflation, making contingency-fee recovery vendors more attractive than ever. The rise of structured AI negotiation agents and document APIs now makes it feasible to run a full recovery pipeline without a human adjuster on every file.
Boss agent: ARBITER-PRIME
ARBITER-PRIME sequences every subrogation file through the recovery pipeline, enforces state-specific statute of limitations deadlines, routes escalations to human review, and approves or rejects settlement acceptances against pre-authorized carrier thresholds.
- ■ No demand letter is transmitted until the liability investigation package meets a minimum evidence completeness score of 85%
- ■ Any settlement counter-offer within 15% of the demand amount is auto-accepted; anything below that threshold requires human authorization before responding
- ■ Files with an active litigation flag or represented adverse party are immediately quarantined from autonomous negotiation and routed to the human owner queue
The agent team
Human touchpoints
// the only things that still need you
- 👤 Signing the master services agreement and contingency fee contract with each new carrier client (legal signature required)
- 👤 Authorizing any settlement acceptance below the pre-approved threshold or any file where the recovery demand exceeds $50,000
- 👤 Reviewing and counter-signing demand letters in states where the supervising attorney arrangement requires a licensed signature on each transmittal
- 👤 Banking: approving ACH disbursements above $25,000 from the Stripe Connect payout account to carrier clients
- 👤 Responding to any genuine brand or legal crisis — such as a carrier complaint to a state insurance department about the bureau's practices
Tech stack
Monetization
AutoArbiter charges insurance carrier clients a 20–28% contingency fee on recovered amounts, with no upfront retainer, making it zero-risk for clients to refer files. At average auto subrogation recoveries of $8,400 per closed file and 60–80 files worked monthly, monthly gross revenue scales to $100K–$185K at maturity.
Key risks
- → State-by-state unauthorized practice of law (UPL) risk if demand letters are not templated and reviewed under a licensed attorney's supervision in jurisdictions requiring it
- → ISO ClaimSearch and CLUE API access requires carrier-level credentialing that can take 6–10 weeks to obtain and may be denied to non-carrier entities
Getting started
- 1 Obtain a licensed subrogation attorney partnershipPartner with a licensed P&C attorney in your primary state to serve as supervising counsel on demand letters, satisfying UPL requirements. Structure this as a flat monthly retainer ($1,500–$3,000) for review rights, not hourly billing.
- 2 Apply for ISO ClaimSearch and CLUE API credentialsSubmit carrier-affiliate credentialing applications to ISO and LexisNexis CLUE simultaneously, as approval can take 6–10 weeks. Use the waiting period to build your Claude agent pipeline on synthetic claim data.
- 3 Build the five-stage Claude agent recovery pipelineConfigure Intake, Investigation, Demand, Negotiation, and Closure agents in Claude Managed Agents, each with state-specific prompt libraries covering comparative negligence rules, statute of limitations triggers, and carrier-specific adjuster tone guidelines.
- 4 Sign one mid-size regional carrier as a pilot clientTarget regional auto carriers with 500–2,000 open subrogation files — they have volume but lack dedicated recovery staff. Offer a 90-day pilot on their oldest, lowest-priority files at a reduced 15% contingency to prove the system before full rollout.
- 5 Instrument the CEO orchestrator with a hard escalation rulesetConfigure the supervisor agent with clear hard stops: any file where opposing counsel appears, recovery demand exceeds $50K, or the adverse party is a self-insured Fortune 500 must pause and queue for human review before any further action is taken.
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