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TokenPath vs ShipTight

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

TokenPath compared with ShipTight
DetailTokenPath logo TokenPathShipTight logo ShipTight
What it doesCitations, built for AI agents Free launch-safety scanner for AI-built apps
StageNot given Startup
FoundedNot given Not given
Based inNot given US
Pricing modelFreemium Freemium
PricingFree 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. Free scan (top 3 findings); Full Fix Report $49 one-time; Monitor $29/mo; Revenue Guard +$19/mo (early access, launching Nov 3); Monitor + Guard $39/mo; Agency $99/mo for up to 10 monitored apps.
Key features
  • 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
  • Builder detection and AI-generated fix prompts
  • Weekly monitoring and re-scans
What makes it different
  • 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
  • Free to scan with no sign-up required
  • Results in about 60 seconds
  • AI-generated fix prompts for your builder tool
  • Detects your specific builder to provide tailored fixes
  • Masked key display never stores full credentials
Community votes00
DR (Domain Rating by Ahrefs)2 no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)30
Citation Flow (Majestic)160
Referring domains (Majestic)360

5 details filled in for both companies.

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