Lightdash: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about bi & data analytics, Lightdash ranks #6 of 15, a Visibility Score of 18 in BI & Data Analytics .
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.
Niche startup mention; invisible when buyers want a real pick.
Where it wins. Lightdash shows up in 29% of prompts and holds rank 6 of 15, meaning it earns a seat at the table specifically when buyers ask about tools for small teams or startups.
Where it loses. A 0% first-pick rate tells the real story: AI models never lead with Lightdash. It is absent from every high-intent theme including best overall, enterprise pick, and the decisive single-choice prompt, which is where purchase decisions actually form.
AI-generated analysis of the July 2026 measurements.
Lightdash claims BI & Data Analytics and the models back it: #6 of 15 there.
Homepage self-messaging · July 2026 ranking · the biggest gaps across the index →
ChatGPT 
Claude 
Gemini Share of each theme's answers that mention Lightdash. 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
Share of Lightdash'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.
We rerun the index every month. Drop your email and pick what to watch in BI & Data Analytics: the whole category or specific brands. Free, unsubscribe anytime.