EngineeringRAGMedium complexity
Documentation Search & Update
Find answers across docs, code, tickets and chat, and spot documentation that has gone stale.
How we approach it
Index documentation, repositories, tickets and decision records with their access rights, so people only see what they are allowed to. Answers cite their sources. When code changes, the system flags pages that describe the old behaviour and drafts the update for an owner to approve.
Business value
Less time searching, and docs that match the code
Technology stack
- Hybrid retrieval
- permission-aware index
- Git integration
- LLM with citations
Related service
Proprietary AI DevelopmentRelated use cases
- Technology · EngineeringCode Review & RefactoringReview every pull request with AI, now that more of the code is written by AI in the first place.
- Technology · EngineeringCI/CD Pipeline ManagementKeep pipelines green by diagnosing failed builds, flaky tests and slow stages.
- Technology · EngineeringSelf-Hosted Coding AssistantGive developers AI assistance on code that must never leave the company's network.