Overview
Improve result quality via titles/summaries and scheduled re-embedding.
Problem
Search results don’t match how users ask questions.
Solution
Analyze search logs, rewrite titles/intros, and enable nightly re-embedding to keep vectors current.
How it works
Use telemetry to find low-CTR queries. Adjust content phrasing and run a re-index. The drift job re-embeds older content as models improve, maintaining accuracy over time.
Who is this for
Support Lead
Docs Writer
Ops
Expected outcomes
- Higher CTR on common queries
- Sustained relevance without manual rework
Key metrics
CTR uplift on target queries
Baseline
0 %
Target
15 %
Median semantic score (kNN top1)
Baseline
0.62 score
Target
0.75 score
Gallery
Downloads & templates
Case studies
DevTools raises CTR 19% after drift job
Nightly re-embedding and title refactors improved alignment.
Developer Tools Enterprise APAC
Security impact
- Search logs & embeddings (non-PII)
Compliance
- SOC2
Availability & next steps
Pro
Enterprise