Product
A shortlist. Not a spreadsheet.
From job post to ranked candidates. Measurable and repeatable.
Job posts and candidate profiles are embedded and indexed for vector similarity search.
A weighted ranker combines vector similarity and candidate scoring to produce top candidates fast.
AI-generated multi-variant outreach with cadence scheduling and open/reply tracking.
P50/P95/P99 sourcing time, response rates, and by-skill breakdowns via APIs and UI dashboards.
Match quality, outreach cadence, and auditability matter. Instant Match is built to stay measurable and defensible.
Scores shown are illustrative. Production timing and accuracy targets require validation.
- Embed: Generate embeddings for candidates and job descriptions.
- Search: Vector search returns relevant candidates quickly.
- Rank: Similarity + candidate score produce a match score and breakdown.
- Reach: Outreach sequences run on a cadence; opens/replies feed analytics.
- Measure: Sourcing speed and response metrics show where to improve.
Semantic search, match ranking, outreach cadence processing, and engagement tracking exist in the repo. Achieving specific latency and pipeline-size metrics requires external validation and rollout.
Platform preview
Every match. Every factor. Fully explained.
Every match score is decomposable. See which factors contributed most and adjust weights per role.
Illustrative UI. Match scores, ranking factors, and candidate data depend on your index and role configuration.