Don't Measure Once: Measuring Visibility in AI Search (GEO) explores This paper proposes a new method for measuring visibility in AI search by accounting for the probabilistic nature of generative search results.. Commercial viability score: 1/10 in AI Search.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/don-t-measure-once-measuring-visibility-in-ai-search-geo
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID don-t-measure-once-measuring-visibility-in-ai-search-geo | Route /paper/don-t-measure-once-measuring-visibility-in-ai-search-geo
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/don-t-measure-once-measuring-visibility-in-ai-search-geoMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.07585"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Don't Measure Once: Measuring Visibility in AI Search (GEO)",
"normalized_query": "2604.07585",
"route": "/paper/don-t-measure-once-measuring-visibility-in-ai-search-geo",
"paper_ref": "don-t-measure-once-measuring-visibility-in-ai-search-geo",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 1.0
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