AI Visibility Index — India · November 2026

Internal tool builders: who AI assistants name for Indian startups (Nov 2026)

We asked 3 AI assistants 5 questions an Indian founder asks about internal tool builders. Named in the most questions: Retool (5 of 5 from memory, 4 searching the web), Appsmith (4 of 5 from memory, 3 searching the web), Airtable (3 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

Tool	From memory	Searching the web	Claude Haiku (of 5)	GPT-4o mini (of 5)	Claude Haiku + web search (of 5)	Usual place
Retool	5 of 5	4 of 5	5	3	4	#1
Appsmith	4 of 5	3 of 5	4	2	3	#2
Airtable	3 of 5	3 of 5	2	1	3	#6
ToolJet	2 of 5	2 of 5	2	2	2	#4

“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.

Budibase · 9
Microsoft Power Apps · 6
Zoho Creator · 5
Bubble · 3
OutSystems · 3
UI Bakery · 3
Google AppSheet · 2
Kissflow · 2
Looker Studio · 2
Mendix · 2
Metabase · 2
Softr · 2

Questions buyers ask

Which internal tool builders do AI assistants name most for Indian startups?

In our Nov 2026 run, Retool (5 of 5 from memory, 4 searching the web), Appsmith (4 of 5 from memory, 3 searching the web), Airtable (3 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 internal tool builders did AI assistants not name?

Every tool in our directory for internal tool builders 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 low-code tool to build internal admin panels for an Indian startup?

Claude Haiku · from memory: Retool → Appsmith → Budibase → Microsoft Power Apps → Google AppSheet
GPT-4o mini · from memory: Retool → OutSystems → Appgyver → Bubble → Zoho Creator → Microsoft Power Apps
Claude Haiku + web search · searching the web: Retool → Appsmith → Budibase → UI Bakery

2. Retool alternatives for a startup in India?

Claude Haiku · from memory: Retool → Appsmith → Budibase → Windmill → Superblocks → UI Bakery → Tooljet → Airtable → NocoBase
GPT-4o mini · from memory: Retool → Appsmith → Budibase → ToolJet → OutSystems → Mendix → Bubble → Zoho Creator → Microsoft Power Apps
Claude Haiku + web search · searching the web: Retool → Appsmith → ToolJet → Budibase → Refine → Superblocks → UI Bakery → Softr → Airtable → Microsoft Power Apps

3. Open-source internal tool builders — which should a 20-person team use?

Claude Haiku · from memory: Retool → Appsmith → ToolJet → Budibase → Directus
GPT-4o mini · from memory: Retool → Budibase → Appsmith → Forest Admin → ToolJet
Claude Haiku + web search · searching the web: Appsmith → Budibase → ToolJet → Retool

4. Tool to build an ops dashboard on our database without much code?

Claude Haiku · from memory: Metabase → Retool → Looker Studio → Power BI → Tableau
GPT-4o mini · from memory: Tableau → Microsoft Power BI → Google Data Studio → Looker → Airtable → Grafana
Claude Haiku + web search · searching the web: Metabase → Looker Studio → Retool → Gainable → Softr → Airtable → Zite → Quickbase

5. Low-code platforms used by Indian startups for back-office apps?

Claude Haiku · from memory: Zoho Creator → Microsoft Power Apps → Google AppSheet → Appsmith → Retool → Airtable → Budibase → Concer
GPT-4o mini · from memory: OutSystems → Mendix → Zoho Creator → AppSheet → Kissflow → Microsoft PowerApps → Bubble
Claude Haiku + web search · searching the web: Zoho Creator → Clappia → Kissflow → Quixy → Appy Pie → Microsoft Power Apps → OutSystems and Mendix → Airtable and Knack

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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. 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.