knowledge × insurance

Knowledge systems for Insurance.

A coverage question turns on which form edition and endorsement actually apply — and your underwriters and adjusters waste hours reconciling that across forms, guidelines, and claims manuals. We build citation-backed retrieval that returns the controlling language for the right line and state, cited to the form it came from.

Form-edition aware Scoped by line & state Cited to form & endorsement

Retrieval that reads the form the way an adjuster does

Insurance knowledge is unusually literal. Coverage lives in a base form, gets reshaped by endorsements, varies by state filing, and is interpreted against underwriting guidelines and claims procedures. An answer that ignores the endorsement, or quotes the wrong edition, is not a small error — it drives the wrong coverage decision or the wrong reserve. A knowledge system here has to track editions and modifications the way a careful adjuster does.

We index your policy forms and endorsement libraries, underwriting manuals, and claims handling procedures into a system that reconciles base language against what modifies it. A new underwriter checking an eligibility rule, an adjuster confirming whether a loss is covered under a specific endorsement, and a product analyst comparing a form across states each get a grounded answer keyed to the governing edition — cited, and scoped to the line and jurisdiction they work in.

Built for forms, rules, and claims.

A retrieval layer engineered around form editions, endorsements, and the line-of-business rules your teams answer to.

01 / intelligenceCORE
Document intelligence
We parse policy forms, endorsements, and underwriting manuals into structured chunks that track edition dates, schedule items, and the base-form provisions an endorsement amends.
  • Form-edition & date tracking
  • Endorsement-to-base mapping
  • Schedule & declarations parsing
02 / retrievalSECURE
Citation-backed, permission-aware retrieval
Answers cite the exact form and endorsement clause and are scoped to a user's line of business and state, so retrieval reflects the version on file for that jurisdiction.
  • Cited to form & clause
  • Line-of-business scoping
  • State-filing awareness
03 / corpusCORE
Insurance corpus coverage
Coverage spans the documents a carrier or MGA runs on — coverage forms, endorsement libraries, underwriting guidelines, and claims manuals — synced as filings and procedures update.
  • Policy forms & endorsements
  • Underwriting guidelines
  • Claims handling manuals

Where knowledge systems unlock value in Insurance

The biggest gains come where decisions hinge on locating the exact governing language fast and correctly:

  • Coverage & forms Q&A — service and underwriting staff get the controlling form-and-endorsement language for a coverage question, cited, instead of pulling and re-reading the policy.
  • Underwriting guideline lookup — underwriters confirm eligibility, appetite, and referral thresholds against the current guideline for their line and state.
  • Claims manual support — adjusters retrieve the right handling step, coverage trigger, or reserving rule from the claims manual with a citation, speeding accurate decisions.
  • Onboarding & consistency — new hires reach the same authoritative answer experienced staff would give, reducing variance and rework across the book.

Common questions.

Can it distinguish between form editions and the endorsements that modify them?

Yes. The system reads the base form by its edition date and reconciles it against attached endorsements, so a coverage question returns the language as actually modified on that policy. It cites both the base form and the endorsement that changes it rather than answering from a generic template.

Does retrieval respect the line-of-business and state filings a user works in?

Retrieval is scoped to a user's line of business and jurisdiction, so an underwriter or adjuster gets the guideline and the state-approved form that applies to their book. When a coverage form is filed differently by state, the system returns the version on file for the relevant jurisdiction and cites it.

Explore related paths.

Read the policy as written.

Bring a form set with endorsements and a few coverage or underwriting questions. In thirty minutes we will show how edition-aware, cited retrieval answers them for the right line and state. Response inside 24 hours.