Thunderdome B2B SaaS AI Visibility Index

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Brand report · July 2026

Sigma Sigma: AI Visibility Report

sigmaaldrich.com ↗

When buyers ask ChatGPT, Claude, and Gemini about bi & data analytics, Sigma ranks #5 of 15, a Visibility Score of 31 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.

How AI sees Sigma

Middle of the pack; AI picks it for fit, rarely first.

Where it wins. A 44% mention rate puts Sigma in nearly half of all relevant AI responses, and its strongest signal comes from use-case fit prompts where buyers describe specific needs.

Where it loses. A 10% first-pick rate means AI models treat it as a credible option but not the default choice, and it disappears entirely when buyers ask about budget or alternatives, which is exactly when purchase decisions get made.

AI-generated analysis of the July 2026 measurements.

BI & Data Analytics · #5 of 15

31 / 100 first snapshot (July 2026)
44%
mention rate (72 answers)
4
avg. position
10%
first pick
7%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
39
Claude
10
Gemini
43

One of the index's bigger model splits: see where the models disagree →

Prompt themes Sigma would want to own

Share of each theme's answers that mention Sigma. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Use-case fit
8/9 · #1×3
Startup & small team
6/9 · #1×2
Feature-led ask
6/9 · #1×2

Gaps Budget & alternatives

Most co-mentioned competitors
Looker
100%
Tableau
75%
Power BI
72%
Metabase
69%
ThoughtSpot
44%
Lightdash
38%

Share of Sigma'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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