Wire one app safely
Start in observe mode, keep production continuity intact, and validate live requests without forcing traffic through a new path on day one.
Tokenometer measures real AI traffic, attributes it to named app identities, reconciles provider history when it exists, and turns token consumption into something teams can actually govern.
Provider history is useful reconciliation, not the only accounting story.
Apps become attributable objects with ownership, health, environment, and rollout state.
Budgets, approvals, allocations, and chargeback ride on the exact usage events.
Tokenometer already ships the operator surfaces that matter: rollout, verification, reporting, reconciliation, and governance.

Tokenometer exists because the operational truth usually lives closer to the request than to the monthly statement.
Start in observe mode, keep production continuity intact, and validate live requests without forcing traffic through a new path on day one.
Every request can carry provider, model, integration, project, team, workflow, request ID, metering path, and token totals.
Pull provider-side history when it exists and compare it against live metering instead of pretending the providers all expose the same truth.
Move from observation into approvals, budgets, wallet controls, allocations, and chargeback on top of the same usage layer.
Tokenometer is already built around real surfaces for rollout, verification, reporting, reconciliation, and governance. This is the product, not a teaser.

Watch live usage, provider distribution, project attribution, and reporting freshness without losing the operational detail underneath the topline numbers.

Choose observe, fallback, or enforce. Generate snippets, validate integrations, and inspect the request path without losing app identity.

Inspect the raw event stream with filters, live totals, integration labels, and metering-path visibility.

Read daily, weekly, and monthly usage with reconciliation context instead of a disconnected cost chart.
Teams shipping multiple provider-backed apps and needing clearer attribution than provider dashboards usually give them.
People responsible for rollout safety, continuity, provider choice, model drift, and integration visibility across environments.
Stakeholders who need a spend story they can trust, with reconciliation, ownership, exportability, and policy controls.