AI & ML interests

AEO. GEO. AI Marketing. Sentiment Research. Prompt Research.

Recent Activity

shubham-taptwice  updated a Space about 2 months ago
taptwicemedia/llms-txt-validator
shubham-taptwice  published a Space about 2 months ago
taptwicemedia/llms-txt-validator
shubham-taptwice  updated a Space about 2 months ago
taptwicemedia/page-aeo-scorer
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Organization Card

Taptwice Media

We research how AI engines represent businesses — and we publish the data.

Taptwice Media is an Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) agency based in India. We help brands become visible inside ChatGPT, Google Gemini, Perplexity, and Google AI Mode.

Our research team runs prompt-standardized studies across AI engines to understand how local businesses, industries, and brands are represented in AI-generated answers. We publish the underlying datasets here so the AEO/GEO community can build on them.

Research published

Dataset Description
us-plumbing-ai-visibility-2026 200 AI engine answers across 4 engines × 50 US states. Labeled winning sentiments, red flags, named businesses, and citation URLs. First published baseline for AI visibility in local service categories.

What we study

  • Which signals AI engines reward when recommending local businesses
  • How citation graphs differ across ChatGPT, Gemini, Perplexity, and AI Mode
  • Engine-specific weighting of licensing, reviews, pricing, and availability signals
  • Regional and climate-driven vocabulary patterns in AI answers

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