Inferock Bench Audits Every LLM Call

Inferock Bench targets a real blind spot in LLM operations: providers expose usage totals, but rarely give developers an independent record of whether each paid call produced usable output.

• –Local-first architecture keeps provider keys on the developer’s machine
• –Receipt-based accounting captures failures traditional uptime SLAs miss, including refusals, truncation, empty responses, and retry waste
• –Separating money loss from time loss avoids overstating financial impact
• –Coverage is limited to traffic routed through the proxy, so it cannot audit an entire provider invoice or unseen calls
• –Its measurement standard is promising but self-authored, making transparent evidence and independent adoption essential