The Operating Challenge
Munich rental listings disappear within minutes. Manual site refreshes are a losing strategy when landlords receive 50+ applications instantly, favoring candidates who respond in German immediately.
Independent / Live SaaS · Apr 2026 → Present01. Problem & Context 02. Architecture & Solution 03. Measurable Impact 04. Technology Stack
Rental Intelligence & Custom Tuned AI Agents
Self-hosted Munich rental intelligence system with Custom Tuned AI Agents monitoring the rental market every 3–7 minutes, scoring ads via multi-stage LLM chains, and pushing instant Web/Mobile/Telegram app alerts.
Technical Implementation
Built a server-rendered FastAPI platform with Custom Tuned AI Agents monitoring the rental market using Cloudflare Workers AI & Agents. An LLM screener chain scores listings against criteria and drafts tailored German cover messages.
Results & Verification
Operates in production on self-hosted infrastructure. Serves active users with instant high-fit notifications with end-to-end tracking of listings and optional custom tailored German cover letters.
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