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Lucid vs TokenPath

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

Lucid compared with TokenPath
DetailLucid logo LucidTokenPath logo TokenPath
What it doesEvidence-based credibility checks for links, screenshots, videos, and questions Citations, built for AI agents
StageStartup Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelFreemium Freemium
PricingFree: 2 credits to start, 1 credit per check, 1 credit back every 7 days. Unlimited: $9.99/month. Unlimited, yearly: $39.99/year. Credit pack: 5 credits for $1.99, 10 credits for $2.99, never expire. 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
  • Check links, screenshots, and videos for credibility
  • Evidence-based verdicts on four-word color scales
  • Named source listings with links for verification
  • Available on mobile apps and web beta
  • 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
  • Returns single-word verdicts instead of percentages or unclear ratings
  • Detects AI-generated content and acknowledges when detection is inconclusive
  • Share directly from any app without opening Lucid
  • All features available in free plan with limited credits
  • 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)6 −1 (down) since last check2 no change since last check
Trust Flow (Majestic)73
Citation Flow (Majestic)1816
Referring domains (Majestic)2036

5 details filled in for both companies.

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