Head-to-head · September 2026 snapshot

LabStar vs Labtrac

LabStar leads overall; Labtrac owns ChatGPT and Claude. LabStar's 51 visibility score rests almost entirely on Gemini, where it scores 79 against Labtrac's 5, and that single model advantage is enough to carry the overall ranking plus five question themes including best overall and budget picks. Labtrac flips the dynamic on ChatGPT and Claude, matching or beating LabStar on both with scores of 56 across each, meaning buyers who arrive via those models see Labtrac as the stronger option. The one content gap LabStar cannot paper over is use-case fit, where Labtrac wins outright, suggesting it still makes a more convincing argument when the question gets specific.

	LabStar	Labtrac
Visibility Score	51	39
Rank in category	#1	#2
Mention rate	57%	46%
#1 pick rate	31%	15%
Avg. position when named	2.1	2.5

Who each model prefers

ChatGPT

LabStar

Labtrac

Claude

LabStar

Labtrac

Gemini

LabStar

Labtrac

The models split: ChatGPT prefers Labtrac, Claude prefers Labtrac, Gemini prefers LabStar.

The shape of the fight

Each axis is one of the 8 measured buyer questions; the further out, the more of that question's answers name the brand. Hover an axis for the raw counts. Single-axis gaps ride on 9 answers each, so read the overall shape, not one spike.

LabStarLabtrac

The fight, question by question

Mentions out of 9 answers per question. Click any question for the full transcripts.

Question	LabStar	Labtrac	Edge
Best overallWhat's the best lab management software for a dental laboratory?	8	7	LabStar
Use-case fitWe're a mid-size dental lab that needs case tracking, production scheduling, and invoicing to dentists in one system. What should we use?	5	6	Labtrac
Top tools in 2026What are the top dental lab management platforms in 2026?	6	6	even
Startup & small teamWhich dental lab software is best for a small startup lab on a budget?	6	4	LabStar
Enterprise pickWhich undefined should a large enterprise standardize on, considering security, compliance, and scale?	0	0	even
Feature-led askI need software to track cases from prescription to delivery, manage technicians, and bill accounts for our lab. What do you recommend?	7	5	LabStar
If you could pick oneIf you could only pick one dental lab management platform, which would it be and why?	6	4	LabStar
Budget & alternativesWhat dental lab software has the best integrations with digital scanners and CAD/CAM workflows?	3	1	LabStar

Open this matchup in the compare tool → · LabStar brand report · Labtrac brand report

Measured from 72 fresh answers collected from the models' production APIs in September 2026; rankings change monthly. Neither brand can pay to appear here or to move the numbers. Full recipe on the methodology page.