Brand report · September 2026

QQCatalyst: AI Visibility Report

When buyers ask ChatGPT, Claude, and Gemini about insurance agency management, QQCatalyst ranks #9 of 15, a Visibility Score of 11 in Insurance Agency Management .

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 QQCatalyst

One arena, bottom third, zero first picks.

Where it wins. QQCatalyst holds a consistent presence in Insurance Agency Management, surfacing in 15% of relevant AI recommendations alongside category heavyweights like Applied Epic and Vertafore AMS360.

Where it loses. At rank 11 of 15 with no first-pick selections, the models consistently place it near the back of the agency management field, and it never registers as a viable choice for small teams or enterprise buyers.

AI-generated analysis of the September 2026 measurements.

Insurance Agency Management · #9 of 15

11 / 100 flat vs last month

21%

mention rate (72 answers)

6

avg. position

0%

first pick

4%

share of voice

ChatGPT

13

Claude

18

Gemini

3

How the models portray QQCatalyst

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).

93%

endorsed · 95% band 0–20% listed caveated graded across 15 mentions in Insurance Agency Management answers

Prompt themes QQCatalyst would want to own

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

4/9

3/9

3/9

2/9

If you could pick one

2/9

Budget & alternatives

1/9

Startup & small team

0/9

Enterprise pick

0/9

Gaps Startup & small team · Enterprise pick

Most co-mentioned competitors

Share of QQCatalyst's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

HawkSoft

100%

Applied Epic

93%

EZLynx

93%

Vertafore AMS360

80%

AgencyZoom

60%

NowCerts

40%

Scores are measured from real AI answers, refreshed monthly. Methodology.

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