15 years in automotive boardrooms. Then I solo-built a dealership operating system.
CARA8 — Dealership Operating System One platform replacing 6 enterprise vendors. Voice AI is just the front door — behind it:
- 50+ page dashboard: CRM, leads, appointments, analytics, billing, KFZ-Schein OCR, 7-tier permissions
- Voice pipeline: 26 intent flows, MiniLM bypass classifier, trajectory learning
- DMS bridge: Playwright RPA on dealership VMs — automating legacy systems with no API
- Background automation: transcription sweep, DMS queue, vehicle sync, capacity sync, accounting (n8n + Odoo)
- Multi-dealer: VW, Skoda, Audi — same OS, different config per dealer
Live in production, serving 3 dealerships.
debug-bank — Pattern-first debugging memory for AI coding agents. 19 patterns extracted from hundreds of production debugging sessions. Works with Claude Code, Codex CLI, Gemini CLI, Cursor.
Head of Product @ Audi China (5 years) · SVP @ KUKA Robotics · Manager @ Roland Berger · Associate Partner @ AlixPartners