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AI · July 21, 2026

TokenPath – token-level citations for LLM output, read from attention

One API to ground every generated token in its source — for output from any model. TokenPath measures attention directly, not the LLM's self-report, to return machine-readable, token-level citations your product can act on.

TokenPath – token-level citations for LLM output, read from attention launched on July 21, 2026 with 5 votes, #4,557 of 24,623 launches that month and more than 75% of that year's launches.

Visit tokenpath.ai ↗Alternativestop 19% of July 2026

What it does

Most citations hand the reader a 40-page document. TokenPath hands them the exact sentence. Send the document, the question, and the answer. You get back a list of attributions: each attribution is an answer span, the corresponding document span, and how confident the match is — enough to highlight it, cite it, or log it in a few lines. For the advanced raw token-by-token map, use /v1/attributions/heatmap . Rate limits, usage metering, and key management come with the platform. # one call — TokenPath finds the phrases worth sourcing curl https://api.tokenpath.ai/v1/attributions \ -H "Authorization: Bearer $TOKENPATH_API_KEY" \ -d ' { "document": "In Q3, Northwind's revenue grew 18%…",…from tokenpath.ai

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