Scaled our performance marketing budget from $1.4M to $6M while holding CAC below $2,200 during an industry-wide contraction. The secret: data enrichment targeting that yielded 2.5x higher signup-to-investor conversion.
Building 7+ MCP servers to give AI agents access to internal tools. Model Context Protocol is the missing layer between LLMs and production systems. Each server takes about a day to build and unlocks an entire category of automation.
From 8 hours to 35 minutes: how we built a 12-agent LangGraph system with hybrid semantic-BM25 RAG to transform our deal vetting pipeline. The key insight was separating extraction, reasoning, and formatting into specialized agents.