Industry : Insurance
AI for insurance.
Insurance is document-intensive, rule-heavy and regulated: the exact profile where governed AI shines. Novistu builds claims intake and triage, policy document processing, quote workflows and customer communication with the discipline the sector demands: every decision traceable, humans accountable for consequential outcomes, model changes validated before release.
The sector reality
What actually hurts here.
Claims intake is slow and manual
FNOL arrives by phone, email and portal in free text. Structured intake with document understanding starts the clock in minutes.
Policy documents resist search
Wording, endorsements and schedules differ per policy. Grounded assistants answer coverage questions with citations to the actual wording.
Quotes wait on experts
Standard risks queue behind complex ones. Rule-plus-agent quote drafts clear the routine book for underwriter review.
Customer communication drifts
Regulated language ages and varies by team. Governed drafting keeps communication compliant and consistent.
Use cases
What we build in this sector.
01
Claims intake (FNOL)
Structured capture, document extraction and completeness checks routed to the right handler.
02
Policy Q&A
Coverage questions answered from the customer's actual policy documents with citations.
03
Quote automation
Standard-risk quotes drafted for underwriter review; complex risks flagged early.
04
Claims triage
Severity and fraud-signal scoring that routes claims for the right handling speed.
05
Broker support
Brokers get instant answers on products, wordings and status without inbox ping-pong.
The automated workflow
A sector workflow, rebuilt.
- Event or enquiry
- Structured capture
- Governed AI assists
- Humans decide
- Audit retained
- 01
Event or enquiry
Claim, quote request or question arrives from any channel.
- 02
Structured capture
Free text and documents normalized into record-ready data.
- 03
Governed AI assists
Triage, drafting and answers within approved boundaries.
- 04
Humans decide
Handlers and underwriters own every consequential outcome.
- 05
Audit retained
Every action and output traceable for compliance.
Measurement
KPIs this work moves.
Your baseline is your own; the direction is what automation changes. We measure before we build.
| KPI | Typically today | With automation |
|---|---|---|
| FNOL-to-handler time | Queued in inboxes | Minutes with structured intake |
| Policy question handling | Escalated to specialists | Answered with citations at first contact |
| Quote throughput | Bottlenecked on underwriting calendars | Routine book cleared for review |
| Complaint drivers | Slow updates and opaque status | Proactive, governed communication |
Integration landscape
Honest section
What can go wrong here.
Regulated decisions need explainability: triage and scoring outputs must be auditable, not black-box
Fairness monitoring on any risk-scoring model is a standing duty
Data residency and vendor governance are procurement gates in this sector
Sector questions.
It can prepare them; humans make them. Triage, extraction and drafting run within governance frameworks where handlers remain accountable and every output is traceable.
Approved-language governance: drafts draw from maintained language libraries, changes are versioned, and sampling audits run continuously.
FNOL intake and policy Q&A: high-volume, document-heavy, measurable, and inside a well-bounded risk envelope.
Tell us what is eating your team's hours.
A short brief, answered within one working day. The first call is free, and if AI is not the right answer, we will say so on that call.
First call free : honest about fit : no obligation