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iFixAi vs TokenPath

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 TokenPath
DetailiFixAi logo iFixAiTokenPath logo TokenPath
What it doesIndependent auditing for AI agents Citations, built for AI agents
StageNot given Not given
FoundedNot given Not given
Based inUS Not given
Pricing modelFreemium Freemium
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. Free tier for small requests with no API key required; 10 million free tokens to start; $1 per million tokens for pay-as-you-go, with discounts available at volume or with annual commitments; failed requests are never charged.
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
  • Token-level attribution with confidence scores
  • Works with any AI model without access to weights or internals
  • Processes documents up to 1 million tokens
  • Returns results in under 2 seconds for 20,000-token documents
  • On-premise and air-gapped deployment options
  • PDF support with character-level mapping
  • Supports 23+ languages including Indian languages
  • Chrome browser extension for page and PDF tracing
  • Raw token-by-token heatmaps available via API
  • No data logging or training on request content
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
  • Measures attention directly from the model's computation rather than asking the model to cite itself, providing verifiable attribution
  • Achieves frontier-grade citation quality at 7x lower cost and 5-6x faster than alternatives
  • Never confused by duplicate facts—identifies the exact occurrence the answer used even when values appear multiple times
  • Lands on exact tokens down to character level, not just document chunks
  • Works on any model's output post-generation without modifying inference pipeline
Community votes00
DR (Domain Rating by Ahrefs)13 +1 (up) since last check2 no change since last check
Trust Flow (Majestic)113
Citation Flow (Majestic)3116
Referring domains (Majestic)15636

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