Solutions & use cases
Ground API and runbook answers in OpenAPI specs, crawled portals, and internal wikis—then expose the same agent via widget or HTTP API.
Developer assistants carry higher stakes: a wrong CLI flag or SQL snippet can cause outages. Retrieval-first behavior—cite specs, refuse when evidence is missing—is non-negotiable. FlexyAgents pairs technical templates with crawled doc sites, uploaded OpenAPI bundles, and internal wikis, then exposes the same stack through the widget or POST chat for IDE-adjacent tools.
This guide covers corpus design, versioning across API releases, and automations that escalate to on-call instead of guessing.
Version bases or agents per major API release so customers on older stacks do not retrieve breaking changes.
Store error catalogs and migration guides as structured Q&A for precision.
Crawl public docs but keep internal runbooks in scoped bases only solutions engineers access.
Explicitly ban invented flags, connection strings, and destructive commands when retrieval lacks proof.
Link to canonical docs when confidence drops instead of summarizing from memory.
Log refusals to identify documentation holes.
Embed chat behind SSO in admin tools; reuse the same rate limits as external surfaces.
Stream tokens for long troubleshooting narratives.
Redact secrets from logs automatically.
Automations can open incidents or ping PagerDuty analogs when customers report production-down keywords.
Include recent conversation excerpts in tickets to speed triage.
Define SLAs for human follow-up when the bot escalates.
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More from the blog—starting with the same category as this piece.
Ground AI customer support in approved content, monitor conversations, and apply governance so your assistant stays accurate and reviewable.
Read articleGround scheduling assistants in services, hours, and cancellation rules—then confirm explicitly before automations touch calendars.
Read articleSeparate employee policy corpora from customer help content so internal copilots never retrieve public-only—or vice versa.
Read articleNext step
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