Use cases

AI use cases for multi-tenant SaaS

If your product has tenants, users and a meter — odnoga probably saves you a quarter of engineering work.

01 · Vertical SaaS

AI features inside your industry product

You sell software to lawyers, agencies, clinics, accountants. Each customer brings their own data and their own usage profile. odnoga gives every tenant their own meter, key scope and budget — so you can ship "AI on the plan" without building a billing system.

  • Ship AI tier in days, not quarters
  • Stop eating model cost yourself
  • Per-tenant invoicing via Stripe
02 · Agent platform

Multi-tenant agents and copilots

You run an agent platform where each customer wires their own tools and prompts. odnoga handles the routing, fallback chains, and the cost breakdown so you can show every customer exactly what their agent spent.

  • "auto" model with smart fallback
  • Per-conversation cost breakdown
  • MCP server out of the box
03 · Creator tools

Generative apps with seat + usage pricing

Image, video, audio and copy tools where users have a monthly cap. odnoga enforces soft and hard budgets per user, throttles at the edge, and reports back so your usage UI is always accurate.

  • Hard caps prevent runaway cost
  • User dashboard with real numbers
  • Add new model in minutes
04 · Enterprise

Internal AI platform team

You run AI for a 5000-person company. Every team is a "tenant", each with their own budget, models and audit. odnoga replaces the duct-taped proxy + spreadsheets your team built last year.

  • Centralised vault and audit
  • SSO, SAML, OIDC
  • Per-team budgets and reports
05 · Edtech

Tutors, classrooms, schools

Each classroom is a tenant. Each student is an end-user. The teacher sets the budget, picks the model tier and exports usage at month end — odnoga wires this in one API.

  • Safe model + content filters per tier
  • Hard caps protect parents from surprise bills
  • Region pinning for EU/US compliance
06 · Marketplaces

AI-powered marketplaces with seller tiers

Sellers on your marketplace use AI to write listings, answer buyers and translate. Each seller has a tier with included tokens. odnoga meters and bills per seller and shuts off cleanly when the cap is hit.

  • Per-seller meter and analytics
  • Stripe-native overage charges
  • No more spreadsheet billing
Deep dive

One invoice across every LLM vendor

OpenAI, Anthropic, Google, Replicate — daily, weekly and monthly cost on a single Stripe invoice.

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