How AI Usage Costs Work

Summary

How AI Usage Costs Work in Telestars is executed through a live dashboard workflow and should always be validated against real Telegram behavior, not only UI state.

Why it matters

Reliable execution of how ai usage costs work protects conversation quality, revenue continuity, and operator confidence in production.

Before you start

• Confirm you are editing the correct bot workspace.
• Ensure billing and plan status are healthy for live traffic.
• Prepare one real Telegram test path for immediate validation.

Step-by-step

1. Open Telestars and navigate to /dashboard/billing.
2. Select the correct bot workspace before making any change related to how ai usage costs work.
3. Review current live configuration and recent conversation behavior before editing.
4. Apply one focused change and save explicitly, avoiding bulk edits in the same pass.
5. Run a live Telegram check to confirm the expected behavior end to end.
6. If behavior is stable, document the update and keep a rollback note for incident response.

Common mistakes

• Letting wallet balance drop too low before high-volume campaigns.
• Applying plan changes on the wrong bot.
• Skipping post-change verification in a live conversation.

Best practices

• Keep updates incremental and reversible.
• Record every operational change with timestamp and owner.
• Re-run the same validation checklist after each release.