A technical deep-dive into building Geonapse, an AI search visibility auditor. Covers the 3-tier LLM fallback architecture (Gemini Flash-Lite ? Groq ? DeepSeek), the 40+ check audit engine, ranking detection via AI search APIs, and platform presence scanning across 8 knowledge platforms. Built with Next.js 16, Vercel AI SDK, Neon PostgreSQL, and Drizzle ORM. Includes lessons learned about LLM reliability, cost optimization, and building evaluation frameworks for AI-generated content.
Corbanware
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I Built an AI Search Visibility Auditor Here's the Architecture
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