Risk Factor Extraction from Application Docs
Use it when · You receive an application with supporting documents and need a structured extraction of risk factors — health, property condition and value, financial standing — for underwriting review.
For underwriters · underwriting analysts
Underwriting submission-triage automation — with a human gate and an audit trail.
Submission triage and exception write-ups eat the hours you need for real risk selection. The library drafts the paperwork so underwriters spend time on the risk.
14 ready prompts in this library
The day this fixes
Triage
Inbound submissions have to be opened, sorted, and assessed for appetite before any real underwriting begins.
Extraction
Risk factors — property condition, financial standing, loss history — are pulled from application docs by hand.
Exceptions
Exception and referral write-ups are typed from scratch every time.
Agent correspondence
Coverage and underwriting-decision replies to agents are drafted one email at a time.
What's in the library
Fourteen practitioner prompts that triage, extract, summarize, and draft the submission workload — each ends at the underwriter of record.
- DraftException write-ups, referral memos, and agent inquiry responses.
- ExtractStructured risk factors pulled from application documents.
- SummarizePolicy and endorsement documents condensed to coverage, exclusions, and rating.
- CheckSubmissions screened against your guidelines and appetite, with flags surfaced.
One example from the library
The value
1.5–4 hrs/dayagent-correspondence drafting reclaimed
0%interpretation error on filed-rate & authority checks
15–30%lower loss-adjustment & servicing expense (firm-level)
Indicative ranges; results depend on your book and are measured on your own baseline.
How it stays safe
Human-gatedThe underwriter of record makes every binding accept, decline, or modify decision; no filed rate is ever touched by the model.
A human gates every decision.
The library extracts and drafts; the senior underwriter of record reconciles flags and makes the binding risk decision.
Deterministic where it must be.
Filed-rate and authority-threshold logic runs as code, not interpretation — at 0% interpretation error.
Your guidelines stay your IP.
Your appetite and decision trees drive the prompts; minimum-identifier prompting and no-training data handling throughout.
From quick win to full build
Quick winThis library + the toolInstant, no-IT wins for your team on their worst grunt work.See pricing →Do it yourselfThe implementation blueprintThe consulting-grade build plan to deploy these workflows yourselves.See pricing →Done for youThe Combined-Ratio Control RoomWe build, integrate, run, and maintain it on your infrastructure.See pricing →
Questions
Can it bind coverage or set a premium?
No. It triages submissions, extracts risk factors, and drafts exception write-ups. The underwriter of record makes every binding decision, and no filed rate is touched.
How does it stay consistent with our guidelines?
It applies your own guidelines and decision trees, and deterministic code checks filed-rate and authority thresholds at 0% interpretation error.
Our submission volume is seasonal and messy — will it help?
Yes — the highest-leverage win is faster, more consistent triage of inbound submissions, so underwriters spend their hours on risk selection rather than sorting.
Get the underwriter library for your team
Bought for your staff and billed by invoice — or book a 15-minute call to scope it.