CategoryRank · 2026-W25

AI has already ranked your category. It didn’t ask you.

A category map of the electronics market, built from a multi‑LLM consensus panel. We rank your peer set the way AI ranks it — and show where that picture diverges from OEM, distributor, and buyer‑search vocabularies. Refreshed weekly.

17 model lanes in the weekly panel28 weeks of history836 brands published this week228 ranked categories
How we measure

Three substrate layers. Each one publicly defined, each one reproducible from the methodology.

01 · Substrate

Multi-LLM observation panel.

Each week we ask 17 LLMs to enumerate the brands they associate with each electronics category. Raw responses are preserved with their original phrasing.

02 · Floor

Publication thresholds.

A brand enters the rank board for a category when it clears a sustained-consensus threshold: ≥2 of 4 Core vendors × ≥8 weeks × ≥60 saliency. Brands close to the floor are surfaced separately, not silently hidden.

03 · Vantages

Five vocabularies, cross-checked.

AI’s vocabulary, OEM self-description, buyer search, distributor bucketing, and aggregator taxonomy each embed differently. We publish the pairwise cosine distances so the divergences are visible, not implied.

Current substrate · 2026-W25

228 electronics categories with sustained AI coverage this week.

Each one has a public rank board, a substrate funnel that shows what we discarded and why, and a five-vantage view that names where the vocabularies diverge.

Cartographer discipline

We render what AI remembers, not what we think AI should remember.

Every number on every page is reproducible from a public artifact. Every threshold is named. Every gap is surfaced. The methodology page documents how the substrate is built, what the floor means, and which edge cases we exclude.

Read the methodology →
Access

The map is public. The substrate is paid.

Category rank boards, vocabulary divergence headlines, and the four-audience peer-set views are public. The full vantage matrix, per-brand language fit, and below-floor substrate forensics are paid.