← Data Integration & ETL ranking
Brand report · July 2026When buyers ask ChatGPT, Claude, and Gemini about data integration & etl, Meltano ranks #8 of 15, a Visibility Score of 13 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.
Mentioned but never chosen; a supporting cast member, not a lead.
Where it wins. Meltano surfaces in 22% of AI recommendations for broad 'best overall' queries, which keeps it in the conversation alongside Airbyte and Fivetran.
Where it loses. A 0% first-pick rate across all three models means it never closes the sale, and it disappears entirely when buyers ask enterprise-specific or feature-specific questions.
AI-generated analysis of the July 2026 measurements.
Meltano claims Data Integration & ETL and the models back it: #8 of 15 there.
Homepage self-messaging · July 2026 ranking · the biggest gaps across the index →
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 Enterprise pick · Feature-led ask
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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