Insurance SME Needed: Claim Triage Labeling

Posted 3 weeks ago

Only freelancers located in the U.S. may apply.U.S. located freelancers only

Summary

๐—”๐—ฏ๐—ผ๐˜‚๐˜ ๐˜๐—ต๐—ฒ ๐—ฅ๐—ผ๐—น๐—ฒ Brain Co is building AI systems for the insurance industry. We work on complex, document-heavy workflows covering policy interpretation, claims analysis, and coverage reasoning, and we need experienced insurance professionals to help us do it right. As an Insurance SME, you will annotate insurance documents, review AI-generated outputs, and help us develop the rubrics and benchmarks that define quality for our machine learning pipelines. Your expertise shapes what our models learn and how they are evaluated. This is a part-time, contract engagement with flexible hours designed to work alongside your existing career, not replace it. ๐—ช๐—ต๐—ฎ๐˜ ๐—ฌ๐—ผ๐˜‚ ๐—ช๐—ถ๐—น๐—น ๐——๐—ผ This role focuses on claim document interpretation. You will work with real claim files and help our models learn to reason through the four dimensions of adjuster analysis. Your primary labeling tasks: โ€ข Coverage: Is the claim covered under the applicable policy? Identify the relevant insuring agreement, evaluate whether the alleged loss triggers coverage, and flag any exclusions or conditions that affect the determination. โ€ข Liability: Is the insured entity liable for the underlying loss? Annotate the facts of loss, the theory of liability, and the strength of the liability case. โ€ข Litigation: How should the ongoing litigation be interpreted? Evaluate the stage of litigation, positions of the parties, and key procedural events. โ€ข Damages: What is the expected value of the claim? Annotate the damages alleged, claimed amounts, and produce a structured assessment of expected loss value. ๐—ฅ๐—ฒ๐—พ๐˜‚๐—ถ๐—ฟ๐—ฒ๐—ฑ ๐—˜๐˜…๐—ฝ๐—ฒ๐—ฟ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ โ€ข USA-based. 3 years of experience minimum; 5+ years strongly preferred, specifically within excess and specialty insurance. โ€ข Experience in excess and specialty (E&S) insurance as an underwriter, broker, claims professional, or coverage counsel. โ€ข Strong written communication skills. You will be producing structured written outputs, not just verbal expertise. โ€ข Ability to work independently and meet annotation throughput targets with high accuracy. โ€ข Demonstrated experience making coverage determinations, assessing liability, interpreting litigation developments, and evaluating damages on complex commercial claims. โ€ข Ability to read a coverage position letter, reservation of rights letter, or claim summary and identify its key analytical components. ๐—ก๐—ถ๐—ฐ๐—ฒ ๐˜๐—ผ ๐—›๐—ฎ๐˜ƒ๐—ฒ โ€ข Broad multiline experience across General Liability, Professional Liability, and related casualty and specialty lines. โ€ข Prior experience in AI/ML data labeling, legal document review, or expert annotation work. โ€ข Familiarity with ISO forms, manuscript endorsements, and layered program structures. โ€ข Experience with primary and excess GL, professional lines (E&O, D&O, Cyber), or environmental policies. ๐—ฌ๐—ผ๐˜‚ ๐—ช๐—ถ๐—น๐—น ๐—ง๐—ต๐—ฟ๐—ถ๐˜ƒ๐—ฒ ๐—œ๐—ณ ๐—ฌ๐—ผ๐˜‚ โ€ข Have deep, hands-on experience in specialty insurance including underwriting, claims, broking, or coverage counsel, with a focus on excess and specialty lines (E&S). โ€ข Can read a policy end-to-end including declarations, forms, endorsements, and schedules of underlying, and explain precisely how coverage responds across primary and excess layers. โ€ข Are based in the USA, ideally in the San Francisco Bay Area to collaborate in person with our AI and product teams when needed. โ€ข Are comfortable working in shared documents, async communication tools, and structured annotation interfaces. ๐—–๐—ผ๐—บ๐—ฝ๐—ฒ๐—ป๐˜€๐—ฎ๐˜๐—ถ๐—ผ๐—ป & ๐—Ÿ๐—ผ๐—ด๐—ถ๐˜€๐˜๐—ถ๐—ฐ๐˜€ โ€ข Part-time, contract engagement with flexible scheduling that fits your current work. โ€ข Competitive hourly rate commensurate with experience and depth of specialty expertise. โ€ข Remote-friendly with collaboration over shared documents and working sessions with our AI and product teams. โ€ข Ideal location: San Francisco / Bay Area for optional in-person collaboration; fully remote applicants with strong credentials will be considered.

  • Less than 30 hrs/week
    Hourly
  • 1-3 months
    Duration
  • Intermediate
    Experience Level
  • $50.00

    -

    $75.00

    Hourly
  • Remote Job
  • Ongoing project
    Project Type

Contract-to-hire opportunity

This lets talent know that this job could become full time.
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Skills and Expertise
Mandatory skills
specialty insurance
Activity on this job
  • Proposals:Less than 5
  • Last viewed by client:3 weeks ago
  • Interviewing:
    0
  • Invites sent:
    0
  • Unanswered invites:
    0
About the client
Member since Jun 17, 2026
  • United States
    San Francisco2:16 PM
  • $200 total spent
    2 hires, 2 active

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