Default label
Estimated by opheli.aiCalculated from available usage data and configured pricing.
Account
Estimated vs Provider-Verified Costs
opheli.ai helps you see provider usage posture during execution, but your connected Provider determines final billing.
Guide summary
Use this page to understand the surface before you act inside it.
Understand why opheli.ai cost numbers are estimates unless explicitly marked Verified by Provider.
Guide type
AccountThis guide reflects the current product workflow and surface ownership.
Sections
4Summary first, then steps, mistakes, and recovery notes.
Related guides
3Written against the current product structure and core execution workflow.
Strongest label
Verified by ProviderOnly used when the Provider returns or confirms a reliable cost signal.
Final source
Provider dashboardExternal Providers determine final charges, credits, discounts, taxes, and invoices.
Guide section
The four confidence labels
Estimated by opheli.ai
Calculated from token counts, configured model pricing, or platform estimates.
Not the Provider billing record.
Verified by Provider
Returned or confirmed by the connected Provider where supported.
Only shown when opheli.ai has reliable provider-confirmed data for that usage record.
Pending Provider Sync
Provider cost sync has not completed yet.
The value may update if sync is available and succeeds.
Provider Cost Unavailable
The Provider or key does not expose reliable cost data to opheli.ai.
Verify final usage and charges directly in the Provider dashboard.
Guide section
Why estimates can differ
Free tiers, credits, discounts, taxes, caching, batch pricing, rounding, retries, model routing, or provider-side billing rules can change what appears on your external Provider invoice.
opheli.ai cost guards and budget checks reduce risk, but they are planning controls rather than guarantees against all external Provider charges.
Guide section
What to do before important runs
- Confirm the selected Provider and model before launch.
- Review opheli.ai estimated provider usage and any budget guard warnings.
- Check the Provider dashboard for final billing posture, credits, free-tier limits, and invoices.
- Treat unavailable or pending costs as signals to verify outside opheli.ai before relying on the number.
Guide section
Common questions
Are opheli.ai cost numbers exact?
They are estimates unless explicitly marked Verified by Provider.
Who determines my Provider charges?
Your connected Provider determines final charges.
Can opheli.ai prevent all provider charges?
opheli.ai provides budget guards and limits where available, but external Provider billing is controlled by the Provider.