The DocPilot Blog
Notes on AI documentation from the team building it.
Playbooks for engineering leaders, deep dives into code intelligence, and lessons from running the Onzira Labs platform in production.
legacy
The Playbook for Documenting Legacy Codebases with AI
Most legacy systems die not from bugs but from forgotten context. Here is the playbook engineers use to make AI document what nobody bothered to write down.
case-study
AI Documentation Case Study: How a Fintech Team Shipped 5x Faster
Six engineers. Twenty-three services. A docs backlog that hadn't been touched in nine months. Here's how one fintech team used AI documentation to ship features five times faster without dropping quality.
cost-savings
Cutting Your Docs Team Costs by 60% with Continuous Documentation
A 40-person engineering org was spending $28k/month on documentation. Six months later, that number dropped to $11k. Here's the exact playbook they used.
case-study
From Chaos to Clarity: Documenting a 500K LOC Codebase in a Week
When a 500,000-line enterprise codebase had zero documentation, one engineering lead had seven days to fix it. Here is what actually worked.
case-study
How DocPilot Reduced Documentation Time by 92% for Fast-Growing Teams
Documentation was eating 8 hours per engineer per sprint. Here's how three teams used DocPilot to reclaim that time — and what the numbers looked like after.
github
How to Auto-Generate Documentation from Your GitHub Repository
Stop writing READMEs by hand. This guide shows how to wire AI into your GitHub workflow so docs stay in sync with the code that actually ships.
ai-documentation
The Complete Guide to AI-Powered Code Documentation in 2026
Most engineering teams still treat documentation as a tax. Here's how AI-powered code documentation turns it into a competitive advantage without lying about your codebase.