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iFixAi vs Unfix

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

iFixAi compared with Unfix
DetailiFixAi logo iFixAiUnfix logo Unfix
What it doesIndependent auditing for AI agents Independent verification for bug fixes in C, C++ and firmware
StageNot given MVP
FoundedNot given Not given
Based inUS Not given
Pricing modelFreemium Not given
PricingStartup: 2 audits/reports per month, up to 3 agents. Growth: 4 audits/reports per month, up to 3 agents. Enterprise: 8 audits/reports per month, up to 3 agents. Agentic Enterprise: custom quote, 4+ agents. Free open-source: 60 inspections, self-hosted. Not given
Key features
  • Multidimensional audit covering AI red teaming, operational assurance, philosophical, ethical and sociological dimensions
  • Tests for prompt injection, policy violation, tool invocation governance, and authorization
  • Assesses epistemic integrity, reality grounding, and frankness
  • Evaluates fairness governance and vulnerable user care
  • Analyzes stakeholder conflict, influence and systemic risk
  • Connect through GitHub or MCP with no manual setup required
  • Generates audit reports with evidence and proof of agent behavior
  • Open-source engine available for self-hosting
  • Detects information hiding, unauthorized decision override, and unauthorized actions
  • Reproduces bugs deterministically on base version before applying fix
  • Verifies fix removal confirms bug returns
  • Scans diffs for masking patterns like disabled sanitizers and weakened tests
  • Runs on real hardware via STM32 NUCLEO boards and ST-Link
  • Integrates with AI coding agents as MCP tool
  • Posts verdicts as GitHub pull request comments
  • Provides per-test verdicts: FIXED, BROKEN, FLAKY ON THE BENCH, FLAKY WORSE
  • Runs entirely on your machines with no cloud dependency
  • Generates reports for change records and regulatory compliance
  • Runs builds and tests in Linux container on your machine
What makes it different
  • Truly independent auditing through outside panel judgment, never internal self-inspection
  • Off-the-shelf integration with no manual eval harness or SDK embedding required
  • Covers five dimensions of trust: purpose, authority, workflows, responsibility and evidence
  • Measures beyond performance to identify misalignment across red teaming, operational, philosophical, ethical and sociological categories
  • Only verification tool that reverses the fix to prove tests actually catch the bug
  • Deterministic verdict with no AI language model in decision logic
  • Tests on real hardware boards, not just laptops
  • Detects masking techniques that hide bugs while passing tests
  • Validated public benchmark showing 4 VERIFIED and 6 REJECTED on real open-source bugs
Community votes00
DR (Domain Rating by Ahrefs)15 +3 (up) since last checkNot checked yet no change since last check
Trust Flow (Majestic)110
Citation Flow (Majestic)310
Referring domains (Majestic)1560

3 details filled in for both companies.

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