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AI Visibility Index — India · November 2026

Heap in AI answers for Indian buyers

In Nov 2026 we asked AI assistants 5 questions an Indian buyer asks about product analytics. Heap was named in 4 of them: 4 from memory, 0 searching the web.

Asked on 9 November 2026 through the APIs · from memory: Claude Haiku (Anthropic) and GPT-4o mini (OpenAI), with no web search · searching the web: Claude Haiku + web search (Anthropic), one search per answer, asked 10 November 2026 · Answers change from day to day and month to month; this is one run.

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Where it is named

CategoryFrom memorySearching the webUsual place
Product analytics4 of 50 of 5#3

Questions of that category in which an assistant named Heap: answering from memory (no web search), and after one web search. A category with 0 in both is where we expected it (our directory lists it there) and it was not named.

The 4 questions that name Heap

  • Best product analytics tool for an early-stage Indian startup? (Product analytics)
    GPT-4o mini, from memory: #2
  • Which analytics tool should a 20-person Indian app company use to track funnels and retention? (Product analytics)
    GPT-4o mini, from memory: #4
  • Mixpanel vs Amplitude vs others — what should an Indian startup pick? (Product analytics)
    GPT-4o mini, from memory: #3
  • Free or cheap product analytics for an Indian SaaS startup? (Product analytics)
    GPT-4o mini, from memory: #4

#N is its place among the products that answer names, in the order it first mentions them.

Who is named instead

In the 11 answers of this category that did not name Heap: the first three names of each answer, and in how many answers.

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Three buyer questions about what you sell, asked to an AI assistant now; the answer in about 15 seconds. It opens with Heap and product analytics filled in; change them to check any company. No sign-up.

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How this was made

Each question was sent once to each assistant, with no company named in the question. From memory: Claude Haiku and GPT-4o mini, through their APIs with no web search and no tools — each answers from what it learned in training. Searching the web: Claude Haiku + web search, through the API with one web search allowed per answer (results from India) — it reads pages found that day, as the ChatGPT, Claude and Perplexity apps can. We read the names each answer lists, in order (MONEY-7 reader), and count a tool from our directory as named when the answer names it. Answers change from day to day; this is one dated run. The full method and all 30 categories.