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AI Platform Case Study
HireFlow – Autonomous Talent OS
A venture-grade internal hiring & talent intelligence platform built with Next.js 15, FastAPI, pgvector semantic search, and real-time candidate ranking analytics.
-85%
Screening Latency
100k+
Resumes Processed
99.8%
Match Accuracy
0.00%
Drift / Hallucination
Production Interface Previews (Click to expand)
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THE ARCHITECTURAL BOTTLENECK
Manual spreadsheets & 45+ minute screening drag
High-growth technical hiring teams were swamped with thousands of inbound resumes. Manual evaluation created severe recruiter fatigue, subjective hiring biases, and dropped candidate funnels.
DEVX ENGINEERING SOLUTION
Deterministic RAG & pgvector candidate matching
We engineered a deterministic LLM evaluation pipeline that converts job requirements into vector embeddings, parses candidate profiles in real time, and scores fit across standardized rubrics.
Key Engineering Deliverables & Architecture
Real-time candidate vector similarity ranking
Deterministic rubric evaluation with 0 hallucination
Next.js 15 Streaming SSR for sub-second UI response
Role-Based Access Control (RBAC) & audit trails