Thunderdome B2B SaaS AI Visibility Index

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Brand report · July 2026

Tropic Tropic: AI Visibility Report

tropicaltidbits.com ↗

When buyers ask ChatGPT, Claude, and Gemini about saas procurement & spend, Tropic ranks #6 of 15, a Visibility Score of 28 in SaaS Procurement & Spend .

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 Tropic

Present in the room, but rarely the one chosen.

Where it wins. Tropic appears in nearly 39% of procurement conversations, which puts it in the top half of a 15-brand field. That mention rate signals real recognition when buyers ask broad 'best overall' questions.

Where it loses. A first-pick rate of 1.4% means AI models treat Tropic as a supporting character, not an answer. Its absence from enterprise-focused prompts is the sharper problem, since that is where deal size and intent are highest.

AI-generated analysis of the July 2026 measurements.

SaaS Procurement & Spend · #6 of 15

28 / 100 first snapshot (July 2026)
39%
mention rate (72 answers)
4
avg. position
1%
first pick
5%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
29
Claude
8
Gemini
48

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

Prompt themes Tropic would want to own

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

Startup & small team
2/9 · #1×1

Gaps Enterprise pick

Most co-mentioned competitors
Zylo
100%
Vendr
96%
Torii
93%
Cledara
50%
Productiv
46%
Ramp
39%

Share of Tropic'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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