Numbers › AI Visibility Index — India

AI Visibility Index — India · November 2026

Data pipelines and CDPs: who AI assistants name for Indian startups (Nov 2026)

We asked 3 AI assistants 5 questions an Indian founder asks about data pipelines and CDPs. Named in the most questions: Airbyte (4 of 5 from memory, 4 searching the web), Hevo Data (3 of 5 from memory, 3 searching the web), Segment (3 of 5 from memory, 1 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
Airbyte4 of 54 of 5404#1
Hevo Data3 of 53 of 5323#3
Segment3 of 51 of 5131#1
RudderStack1 of 50 of 5100#2

“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.

  • Stitch · 7
  • Fivetran · 5
  • Apache NiFi · 4
  • Apache Airflow · 3
  • Talend · 3
  • Airflow · 2
  • Apache Kafka · 2
  • Debezium · 2
  • Estuary Flow · 2
  • Ingestion · 2
  • Meltano · 2
  • MoEngage · 2

Questions buyers ask

Which data pipelines and CDPs do AI assistants name most for Indian startups?

In our Nov 2026 run, Airbyte (4 of 5 from memory, 4 searching the web), Hevo Data (3 of 5 from memory, 3 searching the web), Segment (3 of 5 from memory, 1 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 data pipelines and CDPs did AI assistants not name?

Every tool in our directory for data pipelines and CDPs 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.

Is your company here?

Run the free check: three buyer questions about what you sell, one AI assistant, the answer in about 15 seconds. It shows whether you are named and who is named instead. No sign-up.

Run the free check

Share this result

Send it to the founder who asked you which data pipelines and CDPs to use. The text below is written from this page; edit it before you post.

LinkedIn opens its own post box with this page’s address; paste the text above it.

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 tool to move data from our app and SaaS tools into a warehouse, for an Indian startup?
Claude Haiku · from memory
Airbyte → Fivetran → Hevo Data → Estuary Flow → Stitch → BigQuery → Snowflake → Amazon Redshift
GPT-4o mini · from memory
Fivetran → Stitch → Airflow → Segment → Talend → Hevo Data
Claude Haiku + web search · searching the web
Airbyte Cloud → Fivetran → Hevo → Stitch
2. Which ETL tool should a 20-person Indian company use?
Claude Haiku · from memory
Airbyte → Hevo Data
GPT-4o mini · from memory
Talend → Apache NiFi → Stitch → Microsoft Azure Data Factory → Informatica PowerCenter → Fivetran
Claude Haiku + web search · searching the web
Hevo Data → Skyvia → Airbyte → Fivetran
3. Customer data platform for an Indian consumer startup — what do you recommend?
Claude Haiku · from memory
Segment → RudderStack → Snowflake → Google BigQuery → Databricks → Hightouch → Census → MoEngage
GPT-4o mini · from memory
Segment → BlueConic → Zyte → MoEngage → Customer.io → Freshworks CRM
Claude Haiku + web search · searching the web
Twilio Segment
4. Fivetran alternatives that are cheaper for startups in India?
Claude Haiku · from memory
Airbyte → Meltano → Hevo Data → Estuary Flow → Stitch → Google Cloud Datastream → Azure Data Factory
GPT-4o mini · from memory
Airflow → Talend → Hevo Data → Segment → Stitch → Matillion
Claude Haiku + web search · searching the web
Airbyte → Meltano → Stitch → Hevo Data → Weld → Windsor.ai → Estuary
5. Open-source data pipeline tools used by Indian startups?
Claude Haiku · from memory
Orchestration → Apache Airflow → Prefect → Dagster → Ingestion → Airbyte → Apache NiFi → Debezium → Apache Kafka → Apache Flink
GPT-4o mini · from memory
Apache Airflow → Apache Kafka → Apache NiFi → Apache Spark → Luigi
Claude Haiku + web search · searching the web
Orchestration → Apache Airflow → Dagster and Prefect → Ingestion → Airbyte → Debezium → Apache NiFi

Is this your company? Claim it

Sign in with your work email on the company’s website domain. We check the domain in your browser and then offer your own free AI check in Beacon and 7 days of Beacon Pro free. We send you nothing and store nothing for this.

Named here? Add the badge

For the 4 tools named in at least one question above. Paste this on your site; it links back to this page.

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.