Stop Feeding GPT-4 Your Raw Logs (It’s Costing You a Fortune)

An enterprise CI/CD triage pipeline filters raw build logs locally before any cloud processing.

A lightweight model assesses error complexity and budget, then routes only hard cases to premium LLMs like GPT-4o or Claude 3.5 Sonnet.

This approach lowers API costs, reduces noise, and keeps sensitive operational logs inside the enterprise perimeter.

The stack includes tools and models such as GitHub Actions, GitLab, Ollama, Llama-3-8B, and cascadeflow.