Package
Name the value customers recognize.
Use an action, workflow, output, API call, token, credit, or hybrid unit instead of exposing raw provider economics by default.
Founding-user pilot · B2B SaaS teams
For teams moving an AI feature from included beta to a real plan. Choose the value unit, connect customer usage, apply policy before expensive work, and produce trusted events for the billing stack you already use.
The immediate problem
Your team can call the model, but pricing, customer allowances, heavy-user protection, usage explanations, and Stripe totals live in different places. The pilot turns one bounded feature into a working commercial loop before you generalize it.
Package
Use an action, workflow, output, API call, token, credit, or hybrid unit instead of exposing raw provider economics by default.
Control
Check allowance and policy before work begins, then block, downgrade, or continue according to the plan you configured.
Explain
Show current usage, remaining allowance, forecast context, and plan status before a limit or invoice becomes a surprise.
The pilot
We keep the first implementation deliberately narrow so the team can learn from real usage instead of designing a universal billing platform up front.
Choose one launched or near-launch AI feature and one customer segment.
Define the value unit, included allowance, limit behavior, and Stripe output.
Instrument one request or workflow path with customer attribution and retry safety.
Review the first usage record together and decide what should be generalized next.
Strong fit
Probably too early or the wrong tool
Clear product boundary
The implemented product connects customer policy, usage events, forecasts, embedded visibility, and Stripe meter events. It does not replace subscriptions, invoices, tax, payment methods, or collections.
Bring the feature, the customer, and the pricing question. We will help turn them into a small working system and learn from the result.