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

  1. New user chats with onboarding copilot trained on API or SDK.

  2. Users ask questions → agent replies with doc links + examples.

  3. If errors occur, agent suggests fixes + logs bug reports.

  4. 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