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Inquio vs Guardana

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 Guardana
DetailInquio logo InquioGuardana logo Guardana
What it doesBot QA platform that analyzes chatbot conversations and provides actionable quality insights Open-source AI security verification
StageStartup Not given
Founded2025 Not given
Based inUS Not given
Pricing modelFreemium Open source
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. Not given
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
  • Scan model and code artifacts offline
  • Probe and monitor live endpoints
  • Grade recorded application runs
  • Diff and compare security runs
  • 58 security rules across build and runtime
  • Python API for integration
  • Custom rule creation with YAML or Python
  • Cost estimation before probing
  • Optional self-hosted collector
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
  • Fully offline artifact scanning with no telemetry or account required
  • Unverified results never marked as clean; handles uncertainty explicitly
  • Works with multiple model APIs and MCP servers regardless of model
  • Re-grade recorded runs without rerunning the application
Community votes00
DR (Domain Rating by Ahrefs)15 +1 (up) since last check2 no change since last check
Trust Flow (Majestic)112
Citation Flow (Majestic)2821
Referring domains (Majestic)20922

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