// use cases
Built for.
7 product shapes that map cleanly onto Ringside primitives.
SaaS with metered AI
Charge per AI feature usage with first-class FC-Customer billing.
Multi-tenant agent platform
Each of your customers gets their own agent fleet, isolated and billed.
Embedded chatbot in the browser
Ship AI from the frontend, no proxy server, no leaked keys.
Internal tools / employee AI
Org-wide assistants with per-team budgets and audit logs.
Vertical SaaS
Legal/fintech/healthcare with PII redaction, audit, retention.
AI gateway in front of OpenAI
Add budgets, retries, fallback models, margin reporting on top.
RAG products
Customer-scoped embeddings + chat history without managing state.