stok

VStok Index

Sample category rankings for AI answer-engine visibility — illustrative MVP data.

Sample rankings

CRM & Sales

Visibility score

  1. #1Northwind CRM81+3
  2. #2Pipeline Forge74+1
  3. #3Dealstack69-2
  4. #4Quota Lab61+4
  5. #5Closekit55-1

E-commerce Platforms

Visibility score

  1. #1Cartwright79+2
  2. #2Shelfwise720
  3. #3Meridian Shop68+5
  4. #4Basketline60-3
  5. #5Storefront IQ54+1

Developer Tools

Visibility score

  1. #1Compile Harbor84+1
  2. #2Tracewell77+2
  3. #3Shipyard CI71-1
  4. #4Schema Nest64+3
  5. #5Relaykit580

Brand opt-in for live Index rankings is coming. These boards use fictional demo brands for methodology preview.

How the VStok Index works

Sample category boards

Illustrative rankings by vertical using fictional demo brands.

Transparent methodology

Scores reflect API observation of buyer prompts — not consumer UI claims.

Opt-in coming

Live brand opt-in aggregation is planned; track your brand in VStok today.

Methodology

Scores are illustrative composites of mention rate and share-of-voice style weighting across tracked buyer prompts. They are not live customer data and do not claim to represent consumer ChatGPT/Gemini/Perplexity UIs — VStok observes model APIs under controlled prompts.

Sample data updated 2026-07.

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