← No-Code & Internal Tool Builders ranking
Brand report · September 2026
Refine: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about no-code & internal tool builders, Refine ranks #15 of 15, a Visibility Score of 5 in No-Code & Internal Tool Builders .
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.
Dead last in the only race Refine runs.
Where it wins. Refine does surface in No-Code and Internal Tool Builder queries, landing a 9.7% mention rate in a crowded 15-tool field. That foothold, thin as it is, represents the brand's entire AI presence.
Where it loses. A rank of 15 out of 15 with zero first-pick selections means buyers hear the name but AI models consistently hand the recommendation to Retool, Appsmith, or Budibase instead. Refine is also invisible across every high-intent prompt theme, from budget comparisons to enterprise picks, leaving no path to move up the list.
AI-generated analysis of the September 2026 measurements.
A different question from visibility: not “do the models recommend Refine?” but “asked about it directly, how specifically and confidently do they describe it?” High knowledge with low cross-model agreement is a warning sign — one model may be confidently filling gaps.
ChatGPT 
Claude 
Gemini Models diverge: Model 3 introduces OpenRefine (data cleaning tool); Models 1-2 focus solely on Refine.dev framework
from 6 direct-question answers across ChatGPT, Claude & Gemini
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 Refine. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Best overall · Top tools in 2026 · Enterprise pick · If you could pick one · Budget & alternatives
Share of Refine'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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