CommonAI plugs into your stack with multi‑LLM support, tool I/O pipelines, schedulers, and event‑driven automations. Spin up a chatbot, wire in cron‑like jobs, or orchestrate complex agent swarms—all from one place.
Route prompts by skill, cost, or latency. Mix models per step and A/B on the fly.
Define typed inputs/outputs for tools. Stream, validate, and chain function calls safely.
Cron‑like jobs with retries, backoff, and dead‑letter queues for resilience.
Publish/subscribe bus to trigger agents on webhooks, DB changes, or timers.
Drop‑in chat with memory, guardrails, and channel adapters (web, Slack, Teams).
Trace runs, inspect tokens, diff outputs, and export metrics to your stack.