Context: VizoPeriod: 2025–2026
in use by customers

Proventus

Social security case analysis for law firms, in use at two firms.

My role

Architecture, backend and the document pipeline.

2
law firm customers, still using it
3 → 1
repositories merged into one monorepo
SPAN 01 // CONTEXT

Problem

Social security law firms review contribution records and documents by hand, case by case. It's slow and error-prone.

SPAN 02 // IMPLEMENTATION

Solution

A Python pipeline with LangGraph and Prefect extracts data from contribution records and documents with Gemini. Retirement rules run in a deterministic engine, GoRules ZenEngine, not in the model. FastAPI backend and Next.js frontend.

SPAN 03 // DETAILS

Highlights

  • The model reads and the rules decide. Eligibility never depends on generated text.
  • Merged three repositories (API, app and pipeline) into one Turborepo and pnpm monorepo.
  • Real-time events over Redis Streams.
SPAN 04 // OUTCOME [200 OK]

Result

Two law firms bought the system and still use it.

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