← Data Integration & ETL ranking
Brand report · September 2026
Prefect: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about data integration & etl, Prefect ranks #12 of 15, a Visibility Score of 12 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.
Prefect competes in one race and sits near the back.
Where it wins. An 18% mention rate means the AI models know Prefect exists in Data Integration and ETL conversations, and it does best when startups and small teams are the buyer context.
Where it loses. A first-pick rate of 2.8% is low enough to be nearly invisible at the decision moment, and the models drop Prefect entirely when prompts turn to enterprise selection, feature comparison, or what tools are leading in 2026.
AI-generated analysis of the September 2026 measurements.
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 Prefect. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Use-case fit · Top tools in 2026 · Enterprise pick · Feature-led ask
Share of Prefect'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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