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Inferock Bench

Inferock Bench

An independent receipt for every LLM API call

0upvotes
Launched August 15, 2026

About Inferock Bench

Inferock Bench is an innovative local proxy designed for developers working with large language models (LLMs) like OpenAI, Anthropic, Gemini, and OpenRouter. Its primary function is to sit between your application and these APIs, capturing detailed per-call data such as token usage, failures, and retries. This allows developers to generate independent receipts that accurately reflect what they were billed versus actual usage, helping to uncover overpayments or billing discrepancies. By providing transparency and detailed insights into API calls, Inferock Bench empowers teams to optimize their LLM integrations and manage costs more effectively. Its open-source nature and focus on local deployment make it particularly appealing for privacy-conscious developers and organizations seeking precise billing oversight. Overall, it’s a powerful tool for anyone deeply integrating LLMs into their workflows who wants transparency, cost control, and troubleshooting capabilities.

Screenshots

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Pros

  • Provides detailed per-call billing insights and transparency
  • Local proxy ensures privacy and control over data
  • Captures token usage, failures, and retries for comprehensive analysis
  • Open source and easily integrable into existing workflows
  • Helps identify overbilling and optimize LLM usage

Cons

  • Requires technical setup and configuration
  • Focused mainly on billing transparency rather than advanced analytics
  • Limited to users comfortable managing local proxies

Use Cases

1Monitoring and auditing LLM API billing to prevent overcharges
2Optimizing token usage and reducing costs in production applications
3Troubleshooting API call failures and retries
4Ensuring billing accuracy for enterprise LLM deployments
5Developing cost-aware AI applications with detailed usage reports

Pricing

Likely free and open source, with potential paid support or hosting options if available. The core functionality is based on open-source principles, making it accessible for developers to deploy at no cost.

Quick Info

Upvotes0
Comments10
Launched8/15/2026

Topics

Open SourceDeveloper ToolsArtificial IntelligenceGitHub

Makers

Himashwetha Gowda

Himashwetha Gowda

Alternatives

OpenAI's Usage Dashboard
Cloud provider billing tools (e.g., AWS, Azure, Google Cloud)
Third-party billing and monitoring tools like Fathom, Cost Explorer
Custom logging solutions integrated with API calls
Third-party cost management platforms focused on AI/ML workloads
View all Inferock Bench alternatives →

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