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AI Visibility Index — India · November 2026

Refrens in AI answers for Indian buyers

In Nov 2026 we asked AI assistants 5 questions an Indian buyer asks about accounting and GST software. Refrens was named in 5 of them: 4 from memory, 4 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
Accounting and GST software4 of 54 of 5#3

Questions of that category in which an assistant named Refrens: 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 5 questions that name Refrens

  • Best accounting software for a small Indian startup that needs GST invoices and returns? (Accounting and GST software)
    Claude Haiku + web search, searching the web: #5
  • Which invoicing software with GST e-invoicing should a 20-person Indian company use? (Accounting and GST software)
    Claude Haiku, from memory: #3
  • Accounting software for an Indian startup that a CA can also work with — what do you recommend? (Accounting and GST software)
    Claude Haiku, from memory: #4 · Claude Haiku + web search, searching the web: #3
  • Free or cheap GST billing software for an Indian freelancer or small agency? (Accounting and GST software)
    Claude Haiku, from memory: #3 · Claude Haiku + web search, searching the web: #4
  • Tally alternatives for a modern Indian startup — which accounting tools? (Accounting and GST software)
    Claude Haiku, from memory: #2 · Claude Haiku + web search, searching the web: #5

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

Who is named instead

In the 7 answers of this category that did not name Refrens: 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 Refrens and accounting and GST software 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.