ALPNAI, clearly defined.

What does ALPNAI do?

A cheaper model configuration can require more retries or produce fewer correct results. ALPNAI compares two configurations on the same tasks and calculates cost per success, recorded latency and compliance with your quality thresholds.

What you receive

• Spend Proof: recorded total cost, cost per success and retries.
• Latency Lab: task P50/P95 durations and missing data.
• Quality Gate: checks against the criteria you provide.
• Projects: private report storage, comparison and export; automatic delivery by an authorized agent.

How do I use it?

Try an example without an account in your browser, then import your measurements. The GitHub kit and API/MCP guides describe authentication and data format for your agent. Sign in with ChatGPT to save reports in Projects. This identifies your account; it does not grant access to your conversations.

How can I verify the product?

The input contract, method, examples and integration kit are public. Recalculate the same example before paying. Demonstrations are labeled as examples, not customer results.