Brand report · September 2026

Naranga: AI Visibility Report

When buyers ask ChatGPT, Claude, and Gemini about franchise management, Naranga ranks #2 of 15, a Visibility Score of 65 in Franchise 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 Naranga

Franchise Management's silver medalist, nowhere else.

Where it wins. Naranga lands in 76% of franchise management conversations, a mention rate that puts it squarely in the consideration set for that specific buyer. Holding rank 2 of 15 in its only category means it has real presence in the one race it entered.

Where it loses. A 2.8% first-pick rate tells you buyers hear the name but reach for something else when it matters most. FranConnect and FranchiseSoft absorb the enterprise framing entirely, leaving Naranga with no foothold in that prompt theme.

AI-generated analysis of the September 2026 measurements.

Franchise Management · #2 of 15

65 / 100 first snapshot (September 2026)

76%

mention rate (72 answers)

3

avg. position

3%

first pick

14%

share of voice

First snapshot: September 2026. The trend line appears with the second monthly measurement; no modeled history.

ChatGPT

67

Claude

78

Gemini

49

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

How the models portray Naranga

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).

53% 42%

endorsed · 95% band 40–65% listed caveated graded across 55 mentions in Franchise Management answers

Prompt themes Naranga would want to own

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

9/9

9/9

9/9

9/9

8/9

Budget & alternatives

6/9 · #1×1

If you could pick one

5/9 · #1×1

Enterprise pick

0/9

Gaps Enterprise pick

Most co-mentioned competitors

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

FranConnect

95%

FranchiseSoft

51%

Salesforce

29%

HubSpot

22%

ClientTether

18%

BrandWide

18%

Head-to-head: Naranga vs FranConnect

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

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