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Head-to-head · September 2026 snapshotLinnworks leads overall; Shopify still owns startup and first-pick instinct. Linnworks holds the top rank on a Visibility Score of 44 versus 36, built on stronger presence across use-case, feature, and budget questions where buyers are already sold on the category and want a specialist answer. The model split is telling: ChatGPT and Gemini both favor Linnworks, while Claude leans Shopify, and that Claude advantage is narrow enough that it cannot offset the other two. Shopify's edge lives in the brand-instinct questions, the 'top tools in 2026' and 'if you could pick one' themes where its consumer-facing name recognition carries weight even in a B2B context.
| Linnworks | Shopify | |
|---|---|---|
| Visibility Score | 44 | 36 |
| Rank in category | #1 | #2 |
| Mention rate | 50% | 42% |
| #1 pick rate | 29% | 31% |
| Avg. position when named | 2.3 | 2.5 |
The models split: ChatGPT prefers Linnworks, Claude prefers Shopify, Gemini prefers Linnworks.
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.
Mentions out of 9 answers per question. Click any question for the full transcripts.
Open this matchup in the compare tool → · Linnworks brand report · Shopify 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.