Thunderdome B2B SaaS AI Visibility Index

← Dental Lab Management ranking

Brand report · September 2026

Labnext Labnext: AI Visibility Report

labnext.net ↗

When buyers ask ChatGPT, Claude, and Gemini about dental lab management, Labnext ranks #5 of 15, a Visibility Score of 16 in Dental Lab 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 Labnext

One category, one shot, sitting fifth in that race.

Where it wins. Labnext holds an 18% mention rate in Dental Lab Management, meaning AI models surface it in roughly one of every five relevant buyer conversations. The 'Use-case fit' prompt theme shows models connect it to specific workflow needs rather than generic recommendations.

Where it loses. A first-pick rate of 6.9% means buyers who ask for a top recommendation almost never land on Labnext, and its complete absence from Enterprise and Budget framing cuts it out of two of the most common buying conversations in that category.

AI-generated analysis of the September 2026 measurements.

Dental Lab Management · #5 of 15

16 / 100 flat vs last month
18%
mention rate (72 answers)
2
avg. position
7%
first pick
4%
share of voice
21.7Aug 2026Aug 2026: 21.716.1Sep 2026Sep 2026: 16.1
ChatGPT
48
Claude
0
Gemini
0

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

How the models portray Labnext

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).

69% 23% 8%
endorsed · 95% band 42–87% listed caveated graded across 13 mentions in Dental Lab Management answers
Prompt themes Labnext would want to own

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

Use-case fit
3/9 · #1×1
Feature-led ask
3/9 · #1×1
Best overall
2/9 · #1×1
Top tools in 2026
2/9 · #1×1
If you could pick one
1/9 · #1×1

Gaps Enterprise pick · Budget & alternatives

Most co-mentioned competitors

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

Labtrac
77%
Magic Touch
77%
3Shape
38%
LabStar
31%
Odoo
23%
QuickBooks
23%

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

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