Thunderdome B2B SaaS AI Visibility Index

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Brand report · July 2026

Mosaic Mosaic: AI Visibility Report

mosaic.tech ↗

When buyers ask ChatGPT, Claude, and Gemini about fp&a & financial planning, Mosaic ranks #1 of 15, a Visibility Score of 57 in FP&A & Financial Planning .

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 Mosaic

Strong default pick, but enterprise buyers aren't hearing its name.

Where it wins. Mosaic ranks first among 15 FP&A tools with a 78% mention rate, meaning the AI models treat it as the standard answer when buyers ask broad 'best overall' questions.

Where it loses. Its first-pick rate sits at only 28%, suggesting the models mention it but often defer to competitors like Anaplan when buyers push for a specific recommendation. It is entirely absent from enterprise-framed prompts, which is where bigger deals originate.

AI-generated analysis of the July 2026 measurements.

FP&A & Financial Planning · #1 of 15

57 / 100 first snapshot (July 2026)
78%
mention rate (72 answers)
4
avg. position
28%
first pick
10%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
43
Claude
69
Gemini
59

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

Prompt themes Mosaic would want to own

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

Best overall
9/9 · #1×6
Startup & small team
9/9 · #1×5
Budget & alternatives
9/9 · #1×6
Feature-led ask
8/9 · #1×2
If you could pick one
4/9 · #1×1

Gaps Enterprise pick

Most co-mentioned competitors
Cube
84%
Pigment
68%
Anaplan
57%
Planful
46%
Runway
36%
Jirav
32%

Share of Mosaic'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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