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Savvy Autos

Repo: savvydealer-adam/savvy-autos · Path: C:/Users/adam/savvy-autos · Owner: Adam Status: Live · % Done: 55 · Last commit: 2026-03-30 Deployed: https://savvy-autos.com

What it is

AI-managed car review and comparison marketplace competing with Car and Driver / Edmunds. Auto-published editorial content driven by OEM press-release monitoring.

Why it exists

Own consumer-facing auto content space so SavvyDealer can funnel shopper intent into dealer clients — editorial + comparisons + buyer guides without a human content team.

How it works

  • Frontend: Next.js 15 + React 19, Tailwind v4, Supabase client
  • Pipeline (pipeline/): press-release monitor → Gemma/Qwen local LLM drafting → review → auto-publish
  • Database: Supabase, schema savvy_autos (NOT public) to avoid collisions with techtakedown in the same project
  • Content: comparisons, roundups, buyer guides — all LLM-drafted with structured schema.org markup

What's done

  • Site live at savvy-autos.com
  • 69 comparisons, 22 roundups, 9 buyer guides published (2026-03-30)
  • Press-release monitoring + auto-publish pipeline
  • savvy_autos schema isolation from techtakedown

What's next

  • Expand OEM coverage and comparison depth
  • Monetize via dealer lead funneling
  • SEO/GEO tuning against incumbents

Where the code lives

  • Frontend: frontend/ (Next.js)
  • Pipeline: pipeline/
  • DB migrations: supabase/
  • Deploy: cloudbuild-frontend.yaml

Integrations

  • Peer content site: techtakedown (tech news — same pattern, shared Supabase project, different schema)
  • Supabase — savvy_autos schema
  • Local LLMs via Ollama (Gemma4 26B / Qwen2.5 32B) for summarization and drafting

Don't rebuild this — extend it

For consumer-facing automotive editorial, extend this site. Dealer-facing sites belong in savvy-demo / wp-migration-factory / savvy-page-builder.