> ## Documentation Index
> Fetch the complete documentation index at: https://docs.textql.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Wrap-Up & Next Steps

> You went from an empty environment to governed P&C insurance analytics — and, more importantly, to a model that grows itself:

You went from an empty environment to governed P\&C insurance analytics — and, more importantly, to a model that **grows itself**:

* **North Star set:** you named what the ontology is *for*, picked an archetype, and chose the questions that matter — before touching the schema
* **Connected:** ontology repo (live, git-backed) + warehouse (read-only) + your documents
* **Validated:** the model diffed against your actual schema, the policy/coverage/claim/transaction grain settled, fixed via PR
* **Classification live:** NAIC line and peril-group rollups joining in-sandbox, zero warehouse writes
* **Governed answers:** loss ratio, combined ratio, frequency, severity, reserves, retention — SQL and basis shown, decisions recorded
* **Compliant by default:** identifier inventory, \<5 suppression, fair-pricing/anti-redlining, sensitive-claim and reserve-MNPI gating
* **Self-maintaining:** not-yet-governed questions answered on the frontier and proposed back as PRs — discovery paid once, then reused
* **Yours:** definitions adapted in your repo — including the written-vs-earned trap — pinned with golden-query tests

## Where to go from here

* **Operate it:** the [Ontology Operations](/workshops/ontology-operations/overview) workshop covers the production loop — git workflows, access control, accuracy testing, scaling across teams.
* **Understand the build:** [Build Your Ontology, End to End](/workshops/build-your-ontology/overview) teaches the from-scratch method the starter packages up.
* **Roll it out:** point your actuaries, underwriters, and claims teams at [Self-Service Analytics](/workshops/self-service-analytics/overview) — the ontology you just stood up is what makes their answers trustworthy.
* **Licensing:** before production, review `LICENSING.md` (ISO peril/cause-of-loss & rating territories, PCS catastrophe codes — structural only, sourced from your licensed feed).

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