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AI Practice Data Enrichment

An AI-native pipeline that fills most of a practice profile before anyone types a word.

RoleVP, Engineering & Product
CompanyTreatspace
Years2024 — Now
FocusAI · Product

Overview

An AI-native pipeline that populates 60+ profile fields from public NPPES and CMS data, normalized to canonical labels so signup starts mostly complete.

The problem

New practices faced a long, manual profile setup that most never finished.

Approach

Enriched profiles automatically from authoritative public data.

  • Pulled from NPPES and CMS sources.
  • Normalized to canonical labels.
  • Populated 60+ fields at signup.

Results

Roughly two-thirds of each profile is auto-filled before the practice does anything.

2/3Auto-filled
60+Fields populated
Stack
Anthropic APIPythonNPPES / CMS data

More work