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Benchmarks

Results from real benchmark runs - real buyer prompts, put to the AI platforms buyers actually use, repeat-tested over a window. Sector indices, brand-level findings, and what the answers reveal about how shortlists get built.

AI Selection

+2

All five brands showed up. Then the buyer got specific.

Sep 10, 2026

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4 min read

All five brands showed up. Then the buyer got specific.

Twelve buyer prompts across five AI engines in the UK business laptop market - and what they reveal about how AI builds a shortlist.

John Webb
John Webb

The Selection Layer

How AI now decides which B2B vendors get shortlisted, and what commercial leaders must do to be included, framed favourably and chosen. From John Webb at Decoding Growth.

© 2026 The Selection Layer.
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