HIRINGCAFE / APPLIED AI03
Company enrichment.
Making company data work harder.
01Retrieve
02Match
03Enrich
Designed and shipped company enrichment at HiringCafe using LLMs, retrieval, and employer matching to power job cards and search.
My contribution
- Combined Gemini/GPT, Parallel APIs, and retrieval-augmented generation.
- Used Firestore embeddings and kNN employer matching.
- Built evaluations with curated fixtures and deterministic and semantic scoring.
Approximately two-thirds lower processing costs.
The work connected company identity and enrichment with the information people see in job cards and search. Evaluations tracked precision, recall, latency, and cost through iterations.
GeminiGPTRAGFirestore