← Data Integration & ETL ranking
Brand report · September 2026
Meltano: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about data integration & etl, Meltano ranks #13 of 15, a Visibility Score of 11 in Data Integration & ETL .
These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.
Meltano sits near the bottom of a crowded ETL race.
Where it wins. An 18% mention rate means the models know Meltano exists and pull it into roughly one in five data integration conversations, which is a foothold worth building on.
Where it loses. Rank 13 of 15 and zero first-pick selections tell the real story: when buyers ask which ETL tool to choose, ChatGPT, Claude, and Gemini consistently hand the recommendation to someone else, and Meltano drops off entirely when prompts turn to enterprise use cases or direct head-to-head picks.
AI-generated analysis of the September 2026 measurements.
Meltano claims Data Integration & ETL and the models back it: #8 of 15 there.
Homepage self-messaging · September 2026 ranking · the biggest gaps across the index →
ChatGPT 
Claude 
Gemini Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).
Share of each theme's answers that mention Meltano. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Top tools in 2026 · Enterprise pick · Feature-led ask · If you could pick one
Share of Meltano's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.
Scores are measured from real AI answers, refreshed monthly. Methodology.
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