Revenue potential
$200–$800/mo per team
Time to launch
3–5 weeks
Agent autonomy
80%
How the agent runs it
Agent reads GitHub repos, Terraform state files, Helm charts. Produces architecture diagrams, runbooks, and a changelog. Re-runs on every merge to main via webhook.
Tech stack
Claude APIGitHub AppTerraform readerMermaidConfluence API
Monetization
$200–800/mo per engineering team. Enterprise tier with on-prem option.
Key risks
- → Security concerns with infra code access
- → Needs privacy policy / SOC2 story
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