Case Study: How CodeLeft Achieved Production-Ready Reliability with ObjectWeaver
· 4 min read
CodeLeft is an AI-powered code quality tool built as a VS Code extension. Their product performs intelligent static analysis on your code against metrics such as SOLID, Clean Code and OWASP Top Ten along with generating comprehensive documentation including requirements tables, data flow analysis, and Mermaid diagrams directly from codebases. The challenge: standard LLM function calling had failure rates of 35-65% for complex structured outputs, making the product unusable for enterprise customers.