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• AI coding tools

  Give coding assistants a reference they can test

• AI drafting

  Give the drafting tool the rules a writer would use

• AI-generated new docs

  Make complete source evidence the gate for new documentation

• AI-updated existing docs

  Change the affected fragments and keep the rest intact

• Automated ticket resolution

  Resolve routine tickets within explicit policy limits

• Compatibility checks

  Put compatibility conditions into the quote

• Consistency checks

  Catch conflicting facts before customers quote them back

• Corpus-wide refactoring

  Restructure the source without losing what depends on it

• Customers' own agents

  Help a customer’s agent finish the setup

• Docs checked against releases

  Find outdated statements before the release reaches customers

• Docs per customer

  Give each customer the procedures their equipment requires

• Expert knowledge capture

  Turn an expert’s experience into guidance others can check

• In-product assistant

  Answer for the screen your user can see

• Knowledge hub search

  Make the hub resolve the ambiguity before it answers

• Partner enablement

  Help a new partner prepare a demo they can deliver

• Parts identification

  Identify the replacement that fits this installed unit

• Product gap feedback

  Separate a missing explanation from a missing capability

• RFPs and questionnaires

  Draft questionnaire answers sales can stand behind

• Submissions

  Build submission drafts from approved statements and evidence

• Support agent assist

  Give the support agent a reply grounded in this account

• Technician copilot

  Give technicians a diagnostic path, not just an alarm description

• Ticket triage

  Route the ticket using the same feature names as the docs

• Traceability and audits

  Make the path from requirement to user content visible

• Translation on demand

  Translate the task with the labels the user sees

• Update propagation

  Make a product change reach every dependent answer

• What a change affects

  See which content a component change puts in scope

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