Case Studies

Production AI systems, deconstructed.

Each study is a real system running in production right now — what it does, what it cost, what we'd do differently. No mockups, no vaporware, no "AI-powered" marketing speak.

AI Integration

Nova — A Personal AI Assistant That Costs <$50/mo

Replaced 6 mobile apps with one AI assistant. 90% of queries handled by free local models. Production for 8+ months.

Result: $450/mo in API costs Stack: Node.js · React Native · Ollama · Claude API

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AI-Augmented Development

Multi-Agent App Factory — 48 Apps in 10 Weeks

One person, four AI workers, parallel app development with automated QA gates and shared memory. RxLog (now in Play Store production) is the flagship output.

Result: Equivalent to 3-4 contract developers Stack: Claude Code · Bash · Docker · Custom orchestration

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AI Cost Optimization

Local Content Pipeline — Blog Posts on Cron, Zero API Spend

4 niche sites publishing weekly via local 70B model. SEO + automated fact-checking + 14 reusable analysis patterns. Originally cost $200/mo on cloud APIs.

Result: $200/mo + zero data leakage Stack: Ollama · Bash · Cloudflare Pages · Astro

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