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AI Visibility Index — India · November 2026

BI and dashboards: who AI assistants name for Indian startups (Nov 2026)

We asked 3 AI assistants 5 questions an Indian founder asks about BI and dashboards. Named in the most questions: Tableau (5 of 5 from memory, 2 searching the web), Metabase (4 of 5 from memory, 5 searching the web), Looker Studio (4 of 5 from memory, 3 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.

Who is named

ToolFrom memorySearching the webClaude Haiku (of 5)GPT-4o mini (of 5)Claude Haiku + web search (of 5)Usual place
Tableau5 of 52 of 5352#2
Metabase4 of 55 of 5445#1
Looker Studio4 of 53 of 5433#3

“From memory”: in how many of the 5 questions Claude Haiku or GPT-4o mini named the tool, answering with no web search. “Searching the web”: in how many Claude Haiku + web search named it after one web search. The assistant columns count answers. “Usual place”: the middle place among the from-memory answers that named it (the web place when only the web named it), counting the products in the order each answer first mentions them.

Also named, not in our directory

Names that came up in at least 2 of the 15 answers. Our directory does not list them yet, so they are not in the table.

  • Apache Superset · 8
  • Redash · 7
  • Zoho Analytics · 7
  • Grafana · 5
  • Power BI · 5
  • Looker · 3
  • Microsoft Power BI · 3
  • Lightdash · 2
  • Qlik Sense · 2

Questions buyers ask

Which BI and dashboards do AI assistants name most for Indian startups?

In our Nov 2026 run, Tableau (5 of 5 from memory, 2 searching the web), Metabase (4 of 5 from memory, 5 searching the web), Looker Studio (4 of 5 from memory, 3 searching the web) were named in the most buyer questions. This counts how often an assistant names a tool; it does not say which tool is better.

Which BI and dashboards did AI assistants not name?

Every tool in our directory for BI and dashboards was named at least once in the 5 questions asked on 9 November 2026.

How were these AI answers collected, and will they change?

On 9 November 2026 we sent each of the 5 questions once to Claude Haiku and GPT-4o mini and Claude Haiku + web search through their APIs, with no company named in the question (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): 15 answers. The same question can get different names on another day, so read this as one dated snapshot.

How we tested, 9 November 2026: each of the 5 questions went once to Claude Haiku and GPT-4o mini and Claude Haiku + web search through their APIs, with no company named in the question — 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. One run, not a ranking.

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The 5 questions, and the names in each answer

Names in the order each answer first mentions them. Open a question to see every assistant, from memory and searching the web.

1. Best BI dashboard tool for a 20-person Indian startup?
Claude Haiku · from memory
Metabase → Google Looker Studio → Zoho Analytics → Microsoft Power BI → Apache Superset
GPT-4o mini · from memory
Tableau → Power BI → Looker → Google Data Studio → Zoho Analytics → Metabase → Klipfolio
Claude Haiku + web search · searching the web
Metabase → Power BI → Looker Studio
2. Which free dashboard tool should an Indian startup use on top of Postgres?
Claude Haiku · from memory
Metabase → Apache Superset → Grafana → Redash → Looker Studio
GPT-4o mini · from memory
Metabase → Grafana → Superset → Redash → Tableau Public
Claude Haiku + web search · searching the web
Metabase → Redash → Apache Superset → Grafana
3. Business intelligence software for Indian SMBs — what do you recommend?
Claude Haiku · from memory
Looker Studio → Tableau
GPT-4o mini · from memory
Zoho Analytics → Tableau → Microsoft Power BI → Google Data Studio → Qlik Sense
Claude Haiku + web search · searching the web
Tableau → Looker Studio → Metabase
4. Tableau alternatives for a startup in India?
Claude Haiku · from memory
Tableau → Google Looker Studio → Microsoft Power BI → Metabase → Apache Superset → Zoho Analytics → Redash
GPT-4o mini · from memory
Tableau → Power BI → Google Data Studio → Looker → Qlik Sense → Metabase → Chartio → Zoho Analytics → Domo
Claude Haiku + web search · searching the web
Metabase → Tableau → Apache Superset → Looker Studio → Power BI → Zoho Analytics → Draxlr
5. Self-hosted BI tools used by Indian startups?
Claude Haiku · from memory
Apache Superset → Metabase → Redash → Lightdash → Looker → Tableau Server → Power BI Report Server → Zoho Analytics
GPT-4o mini · from memory
Metabase → Apache Superset → Redash → Grafana → Power BI → Tableau Server
Claude Haiku + web search · searching the web
Metabase → Apache Superset → Redash → Lightdash → Grafana → Insights → Helical Insight

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Named by AI assistants — AI Visibility Index India, Nov 2026

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. The two columns can differ: an assistant that searches reads pages written this month, so a newer or smaller company can be named there and not from memory. The full method and the other 29 categories.