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.
startups
The Business Case for Continuous Documentation in Series A Startups
At Series A, your codebase outgrows your team's ability to explain it. Continuous documentation is the cheapest way to keep velocity and trust alive.
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
GitHub App vs Personal Access Token: Which Should You Use for Docs Automation?
Personal Access Tokens are easy to create and easy to leak. GitHub Apps are harder to set up and harder to misuse. Here's how to choose for documentation automation.
productivity
10 Signs Your Team's Documentation is Killing Productivity
Bad documentation rarely announces itself. It shows up as slower onboarding, duplicate questions in Slack, and engineers who stop trusting the wiki. Here are ten signs your docs are quietly killing productivity.
docs-as-code
Documentation-as-Code: The Complete Playbook for Engineering Teams
Treat your docs like production code, and your team stops arguing about whose README is right. Here's the playbook engineering leaders actually use.
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.