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Use Case

Insurance Teams: From Claim Intake to Processed and Payable

A claim comes in and needs to be checked against the policy, cross-referenced with prior claims and any related correspondence, and either approved or flagged for review — normally an adjuster's manual work, often the better part of a day for anything that isn't completely routine.

Here's what that looks like running through ContextTogether's governed flow instead.

Multiple inputs, at the same time

Sources
Files · Audio · Video
Canonical Knowledge
Organizational Memory
Approved Documents
Prior decisions & precedent
Plugins
Industry-specific tools
LLM Intelligence
Reasoning & drafting

all converging at once

Intake & Extraction
1
Claim Processing
→
✓
Human Approval
→
2
Retrieval

Intake. The claim, the policy, and any supporting evidence go in as documents. The flow extracts them into canonical knowledge and checks them against everything else on file for that policyholder — so a conflicting prior claim or an exclusion buried in the policy surfaces automatically instead of being missed. All of it stays inside the insurer's own isolated environment — dedicated infrastructure boundaries, not a shared pool of policyholder data.

Claim processing. The claim moves through coverage check, evidence review, and payout calculation — each one recorded, not bundled into a single black-box decision.

Human approval gate. An adjuster reviews and signs off before a claim is approved or denied. It's the judgment call that still needs a person, every time — and the one that keeps bad-faith exposure, and the accountability that comes with it, resting with a licensed adjuster, not a model.

Retrieval. The claim, the policy, every step along the way, and the approval itself stay retrievable with receipts — so a disputed claim six months later has a full, traceable record, not someone's memory of the call.

The adjuster's time goes to the claims that actually need judgment, not the paperwork around the ones that don't.

The bigger shift. This isn't just a claims-ops efficiency trick — it's the next step in something insurance already did once before. Carriers standardized on structured claims forms and underwriting rules decades ago, for the same reason: capture the facts once in a structured way, and a consistent decision follows, instead of re-reading the full file for every claim. What's different now is how much more a structured record can drive — not just a form field, but the coverage check and the payout calculation themselves, before an adjuster ever opens the file.

What comes next. The fan-in above — Sources, Canonical Knowledge, Approved Documents, Plugins — isn't just background reference material; it's the structured record the claim decision gets built from. A carrier running claims this way isn't limited to one processed claim. The same structured input and the same approval gate can extend to more of the claims workflow over time — more gets automated, but nothing skips the adjuster's sign-off.

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