Use cases
B2B Software Providers (APIs, Devtools, Infra)
✅ Niche & Pain
Tech tools often have complex onboarding, scattered documentation, and overloaded dev relations teams.
🤖 Agents
Dev Onboarding Copilot
Changelog/Docs QA Agent
Issue Diagnoser Agent (e.g., CLI errors or API misuse)
Community Moderator Agent
🧠 ML / Models
Code search + RAG over docs
NLP error matcher
Fine-tuned classification models for questions/issues
Summarization of GitHub/Discord threads
🧩 Integrations
GitHub, Discord, Slack, Postman, API logs
🔁 Workflow
New user chats with onboarding copilot trained on API or SDK.
Users ask questions → agent replies with doc links + examples.
If errors occur, agent suggests fixes + logs bug reports.
Auto-summarizes weekly changelog with highlights for the team.
💸 Business Impact
→ 24/7 DevRel without headcount
→ Faster time to value
→ Better feedback loops from users