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Releases: holahaikuflow/ai-lead-qualification-api

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v0.2.0 — Deterministic Lead Qualification API

v0.2.0 — Deterministic Lead Qualification API Latest
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@holahaikuflow holahaikuflow released this 01 Aug 20:16
v0.2.0
7f02112

Highlights

  • Deterministic real-estate lead qualification policy
  • Strict request validation with Pydantic
  • Decimal-based budget and property-price comparison
  • Cold, warm, and hot lead classifications
  • Structured reason codes, messages, and awarded points
  • Stable response invariants
  • 62 automated tests
  • Continuous integration across Python 3.11, 3.12, and 3.13
  • Public deployment on Render
  • Interactive Swagger documentation

Live API

Endpoint

POST /api/v1/leads/qualify

Notes

The scoring engine is intentionally deterministic and does not use an LLM. Language models can extract structured information from conversations, while this service applies stable and auditable business rules.

The free Render instance may sleep after inactivity, so the first request can take around 50 seconds or more.

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