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Benchmark

The AI commerce performance benchmark — Q1 2026

Lantern Team·14 min read

The headline of Q1 2026 across the 200 DTC brands Lantern tracks: the average Brand AI Health composite landed at 56.4 / 100, up 3.1 points from Q4 2025. The story underneath that average is sharper. Top-quartile brands moved +6.8 points; bottom-quartile brands moved +0.4. The category leaders are pulling away, the laggards are coasting, and the median is being lifted almost entirely by the top half.

Three forces drove that asymmetry. AI Overviews touched a new peak of 50% of all tracked queries (BrightEdge, February 2026). Reddit's share of citations swung violently after the October 2025 Perplexity lawsuit, leaving Earned-citation strategies more valuable on Perplexity than at any prior point. And ChatGPT pulled an estimated 83% of its product carousels from Google Shopping (ALM Corp, 2026), pushing schema and feed work — work the Catalog agent owns — back into a primary acquisition lever.

This piece reads out the Q1 2026 numbers across the Lantern 200-brand sample, breaks them down by category, and shows what separated the top quartile from the bottom. The methodology footnote at the end labels which figures are Lantern-sample versus public research.

The four headline averages

Brand AI Health is the composite — 0 to 100 — that sits on top of the Lantern Overview surface. It rolls three drivers (Visibility, Favorability, Citation Score) into one number across three dimensions (Website Signals, Brand Reputation, Content Strategy). Across the 200-brand sample, the four headline metrics for Q1 2026:

Lantern 200-brand sample · Q1 2026 averages
MetricQ1 2026 averageQ4 2025ΔSpread (top vs bottom quartile)
Brand AI Health56.4 / 10053.3+3.1 pts78.2 vs 31.1 — 47-pt gap
Visibility38.5%36.4%+2.1 pts64% vs 14%
Favorability69.1 / 10066.4+2.7 pts83 vs 49
Citation Score (median)54 / 10049+5 pts79 vs 27

The 47-point spread on Brand AI Health is the most consequential number on the table. Q1 2025 finished with a 38-point spread. The gap has widened by nearly a quarter in twelve months — and almost all of that widening sits in the top decile.

Category breakdown

DTC coffee63.7 / 100Beauty & personal care58.2 / 100Fitness & recovery56 / 100Apparel & fashion51.4 / 100Home goods49.1 / 100
Average Brand AI Health by category, Q1 2026. Lantern 200-brand sample.

Coffee leads for a structural reason. Coffee buying queries route through buyer-intent prompts that have strong Reddit and Sprudge-class Earned citations underneath them. Reddit's citation share spiked across coffee categories during Q1 2026, and brands with active community presence absorbed that lift directly.

Leaders versus laggards

Top quartile vs bottom quartile, all metrics. Lantern 200-brand sample · Q1 2026.
DriverTop quartile (n=50)Bottom quartile (n=50)Gap
Brand AI Health78.2 / 10031.147.1 pts
Visibility63.7%13.8%49.9 pts
Favorability83.4 / 10048.634.8 pts
Citation Score (median URL)792752 pts
Tracked prompts named in34 of 456 of 4528 prompts

The interesting result is not that the gap exists — it always has — but that the largest driver gap is Visibility (49.9 pts), and the smallest is Favorability (34.8 pts). Brands at the bottom of the sample are not disliked. They are absent.

What the top quartile actually did differently

Looking at the Applied logs for the 50 top-quartile brands across Q4 2025 and Q1 2026, three patterns separate them from the median.

First, schema saturation. Top-quartile brands shipped Product schema, FAQ schema, and Review schema on a median of 91% of their tracked product pages, versus 47% for the bottom quartile. Catalog-dimension lift on freshly schema'd pages averaged +5.2 Visibility points in the 14 days after ship.

Second, comparison content investment. Top-quartile brands had a median of 11 published "X vs Y" comparison pages, against a median of 2 in the bottom quartile.

Third, Offsite presence. Top-quartile brands had Wikipedia articles, active YouTube channels, and either a G2 or Trustpilot footprint with > 50 reviews. The bottom quartile averaged one of those three signals, not all three.

The Wildgrain Roasters trajectory
Wildgrain moved from Q4 2025 Brand AI Health 53.0 to Q1 2026 62.0 (+9.0). The composition: +4.4 from Visibility, +2.4 from Favorability, +2.2 from Citation Score. Three Engine bundles shipped: Product schema across 38 PDPs, an FAQ block on /collections/whole-bean, and a comparison block (Wildgrain vs Atlas Coffee Club). External Signals work added a claimed Wikipedia article and a Guild of Coffee profile in the same quarter — the Offsite-driven Favorability lift trailed the others by about ten days.

Provider divergence is widening

Across the 200-brand sample, the median brand sees its Visibility differ by more than 18 percentage points between its best-performing and worst-performing provider. The top-quartile brands have a 9-point spread; the bottom-quartile brands have a 24-point spread.

Methodology
Sample: 200 DTC brands tracked in Lantern Citation Score v2 with at least 30 active prompts and 90 days of continuous monitoring as of 31 March 2026. Five categories (DTC coffee, beauty & personal care, apparel & fashion, fitness & recovery, home goods). Providers: ChatGPT, Claude, Perplexity, Gemini, Amazon Rufus. Public-industry references are cited inline by source.