Rayify
Insurance Specialist
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Insurance Specialist
Rayify is hiring insurance experts for two jobs:
- Designing workflows across the insurance lifecycle
- Evaluating AI-generated insurance work outputs such as submission packs, quote comparisons, triage decisions, risk assessments, pricing referrals, terms and conditions, as well as claims management processes.
The engagement is remote and hourly. You are paid from the first session. We invite applicants from around the world.
About Rayify
Rayify builds Agentic AI workflows and decision intelligence systems for regulated financial services - insurance, credit, and private markets - deployable on your own infrastructure, trained on your data, auditable for boards and regulators, and designed to keep outputs traceable and secure. We also run AI training and enablement for financial institutions, from technical hands-on workshops to non-technical sessions for business teams, executive, and board audiences.
What you'll do
Design the workflows
- Paid working sessions mapping insurance workflows; the steps, decision points, checks, handoffs, and failure modes
- Co-design workflow specifications an agent can be built, validated, and tested against, covering inputs, outputs, escalation points, and success metrics
- Define new tasks that reflect how the work gets done in practice
Evaluate the outputs
- Review and grade AI-generated work products against domain quality rubrics, flagging missing steps, factual errors, thin reasoning, flawed assumptions, and outputs that read well but would not survive a claims audit or an underwriting review
- Produce instruction specs and high-quality examples: the reference deliverables that define what best practice looks like for an agent
- Design difficult insurance tasks and evaluation sets, and help develop domain-specific skills and tools with the research team
- Calibrate with researchers and specialists in adjacent fields so standards stay consistent
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The workflows we cover
- Broker placement and market submissions: submission packs, market presentations, quote comparisons
- Submission intake and underwriting triage: triage decisions, appetite checks, data extraction from broker submissions
- Underwriting and quote/bind: risk assessments, pricing referrals, terms and conditions, bind checklists
- Policy servicing and endorsements: endorsement processing, mid-term adjustments, renewals packs
- Claims, FNOL through settlement: FNOL capture, coverage assessments, reserving, settlement recommendations, subrogation
- Delegated authority and MGA oversight: bordereaux review, binder compliance checks, audit packs
You do not need to cover all of these. Tell us where you have owned the work.
Who this suits
Must have
- Five or more years of hands-on insurance experience, where you owned these workflows yourself
- Direct ownership of at least one full cycle: a risk from submission to bind, a claim from FNOL to settlement, or a binder through an audit cycle
- Native or professional fluency in English
- High proficiency with the tools the work gets done in, meaning the market's core systems plus Excel, Word, and PowerPoint or the Google Workspace equivalents
- The ability to turn a judgment call into written criteria an engineer or researcher can act on
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Nice to have
- ACII, FCII, or equivalent market qualifications
- Hands-on use of LLMs in your professional work, and the judgement to tell a well-reasoned answer from a plausible-sounding wrong one
- Prior experience evaluating or training AI systems
You might be an underwriter, claims lead or adjuster, broker, MGA operator, delegated authority manager, or insurance risk specialist.
Engagement terms
- You are engaged as an independent contractor, fully remote
- Hourly, flexible, and ad hoc, with hours scaling as the pipeline grows
- Engagements can be adjusted, extended, or shortened based on performance and client requirements
- You will not handle sensitive or proprietary information in this engagement
- You are paid weekly on completed work
- Quote your hourly rate when you apply
Why join
The work is paid, you will be helping to shape how agentic AI is evolving in your domain area. You also join a growing community of financial services experts working on agentic AI, with shared sessions and early access to what we are building.
How to apply
Apply with your CV or LinkedIn profile, three or four lines on the workflows you know best, and your hourly rate.
To keep in touch, follow Rayify on LinkedIn: https://www.linkedin.com/company/rayify
We consider all qualified applicants without regard to legally protected characteristics, and we provide reasonable accommodations on request.
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