Inferock Bench vs Proxon (2026)
A side-by-side comparison of Inferock Bench and Proxon on pricing, features, and fit, so you can decide which is right for you.
Quick answer
Inferock Bench and Proxon are both strong choices, but they fit different needs. Choose Inferock Bench if you mainly need auditing llm api billing to detect double-billed or miscounted token calls — its edge is credentials stay local and never leave your machine, protecting api key security. Choose Proxon if you need auditing all ai applications in use across a large enterprise to identify shadow it risks — its edge is provides comprehensive visibility into both approved and unauthorized ai tool usage. Inferock Bench starts at Invite-only, pricing on request; Proxon starts at On request.
Features compared
- Per-call receipt generation capturing tokens, failures, and retries
- Two-line SDK integration with no credential exposure outside your machine
- Supports OpenAI, Anthropic, and Gemini API shapes via local proxy
- Source-available codebase with published methodology and accountability pages
- Automated discovery and inventory of all AI tools across an organization, including shadow AI
- Ownership assignment and policy binding per AI system
- Real-time spend tracking and budget attribution for each AI tool
- Centralized compliance and governance dashboard for IT and security teams
Pros & cons
- Credentials stay local and never leave your machine, protecting API key security
- Minimal integration effort with just two lines of configuration code required
- Transparent, source-available codebase with openly published methodology
- The commercial Inferock service is invite-only and waitlisted, limiting access to its broader features
- Service credits are gated on qualifying failures rather than offered as a blanket guarantee
- Provides comprehensive visibility into both approved and unauthorized AI tool usage
- Directly links AI tools to owners, policies, and costs for clear accountability
- Designed specifically for enterprise security and IT governance workflows
- Pricing is not publicly available, making it difficult to budget without a sales conversation
- May require significant onboarding effort to fully integrate with existing IT infrastructure
The verdict
Choose Inferock Bench if
you mainly need to auditing llm api billing to detect double-billed or miscounted token calls. Its edge: credentials stay local and never leave your machine, protecting api key security.
Choose Proxon if
you mainly need to auditing all ai applications in use across a large enterprise to identify shadow it risks. Its edge: provides comprehensive visibility into both approved and unauthorized ai tool usage.
Frequently asked questions
Is Inferock Bench better than Proxon?
Neither is universally better. Inferock Bench is stronger for auditing llm api billing to detect double-billed or miscounted token calls, with an edge in credentials stay local and never leave your machine, protecting api key security. Proxon is stronger for auditing all ai applications in use across a large enterprise to identify shadow it risks, with an edge in provides comprehensive visibility into both approved and unauthorized ai tool usage. Pick based on your main task.
Which is cheaper, Inferock Bench or Proxon?
Inferock Bench starts at Invite-only, pricing on request and Proxon starts at On request. Free tier: Inferock Bench — Full Bench tool, source-available at no cost; Proxon — No public free tier.
What is Inferock Bench best for?
Inferock Bench is best for auditing llm api billing to detect double-billed or miscounted token calls, debugging production llm traffic for truncated or empty api responses, building internal cost accountability reports for teams using multiple llm providers.
What is Proxon best for?
Proxon is best for auditing all ai applications in use across a large enterprise to identify shadow it risks, enforcing ai usage policies and mapping each tool to a responsible owner, tracking and controlling ai-related software spend across business units.
Do Inferock Bench and Proxon have free plans?
Inferock Bench: Full Bench tool, source-available at no cost. Proxon: No public free tier. Check each tool's pricing page for current limits, as plans change.