Product SystemsPUBLIC
TalentSift Open
PythonFastAPIOpenAI Structured OutputReact
01 // THE OPERATIONAL PROBLEM & FRICTION
Recruiting pipelines overwhelmed by hundreds of applicants, delaying shortlist decisions by weeks.
02 // DIAGNOSIS & OPERATIONAL BOTTLENECK
Inconsistent manual evaluation of candidate skills without standardized objective scoring criteria.
03 // THE LOOKADEV SYSTEM ARCHITECTURE
Semantic screening dashboard extracting CV data and generating objective ranking scorecards matched against job specs.
Candidate evaluation platform scoring applicants against exact job prerequisites.
// ARCHITECTURAL MODULES
FastAPI Parsing EngineOpenAI Structured ExtractionCandidate Scoring AlgorithmReact UI
04 // RESULTS & EVIDENCE LIMITS
Automated candidate extraction and scoring, compressing screening cycles by up to 80%.
// NEXT OPERATIONAL STEP
Facing a similar operational bottleneck in your business?
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