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Inquio vs orbench

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Inquio compared with orbench
DetailInquio logo Inquioorbench logo orbench
What it doesBot QA platform that analyzes chatbot conversations and provides actionable quality insights Test LLMs on your own tasks before you switch models
StageStartup Not given
Founded2025 Not given
Based inUS Not given
Pricing modelFreemium Paid
PricingStarter (Free): up to 1,000 conversations, 1 report card every 30 days, 3 identified issues and 3 recommendations per report, no credit card required. Growth: $0.012 per conversation, unlimited conversations and report cards. Enterprise: Custom pricing. Standard: $99 one-time for 2 machines, including 1 year of updates. Pro coming soon.
Key features
  • Inquio Score™ - weighted performance score across four dimensions
  • Identified Issues ranked by severity
  • Benchmark Comparison against industry averages
  • Actionable Recommendations for bot improvement
  • Defender module for safety incidents and policy violations
  • Share and Export reports to stakeholders
  • Out-of-the-box topic detection without predefined categories
  • Multiple deployment options - Cloud, LLM tenant, or on-premise
  • CSV upload or API integration for data ingestion
  • Benchmark any OpenRouter model on your own prompts, CSVs or Hugging Face datasets
  • Rubric-based scoring by AI judge, by hand, or both
  • Cost per answered task with retries and caching
  • Time to first token and output tokens per second per call
  • Shareable reports in HTML, CSV and JSON formats
  • Compare up to three past benchmarks side by side
  • Hard spending cap per run
  • Fully self-hosted on your machine
  • No SDK or code changes required
What makes it different
  • Zero manual setup - results generated in minutes without configuration or custom labeling
  • Works alongside existing tools without replacement required
  • Privacy-first with GDPR compliance and flexible deployment options
  • Unified quality metrics and actionable insights for multiple teams
  • No predefined categories or domains required for analysis
  • Tests your own tasks with real data instead of generic benchmarks
  • Comes before integration with no SDK or code changes needed
  • Reports actual cost per answered task including retries and caching
  • Entirely self-hosted with data never leaving your machine
  • One shareable report with every answer and judge reasoning
Community votes00
DR (Domain Rating by Ahrefs)14 −1 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)110
Citation Flow (Majestic)2816
Referring domains (Majestic)2093

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