Subcategory · AI Citation Index

Who AI is citing in Point of Sale

Stripe Terminal is the only POS brand earning measurable AI citations, scoring 78 across 22 tracked products.

Brands tracked

22

Avg AEO score

78/100

Citation coverage

0%

of brands cited at least once

Dominant brands

0

cited > 50% of queries

Discovery stage

The shortlist

When buyers ask AI for the best Point of Sale software

No discovery-stage prompts have been scored against this category yet — once the shortlist cron runs, this section will surface which brands AI cites most.

Evaluation stage

The battleground

How brands fare on comparison queries · category median 57/100

Stripe Terminal is the sole brand logged in comparison queries, averaging 57 across 3 head-to-head evaluations—the median for the category. No other product cleared the threshold for structured evaluation tracking. This suggests most POS vendors remain invisible to frontier models during buyer research.

Each brand's evaluation score averages how AI responds to head-to-head comparison queries that mention them. Above-median brands win their comparisons more often than they lose.

Trends

Over the last 12 months

Two months of audit data (March–April 2026) show category average rising from 72 to 74. Stripe Terminal climbed 6 points in that window, but sample sizes are small (1 and 3 prompts respectively). Too few audits to establish a reliable trend.

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Editorial picks

Brands worth watching

FAQ

Point of Sale questions, answered

Which POS system does AI recommend most often?+
Stripe Terminal is the only brand with measurable citations in this category, scoring 78. No other product appears frequently enough across 17 discovery prompts to register a shortlist presence, indicating most POS software lacks strong AI visibility.
How does Stripe Terminal perform in head-to-head POS comparisons?+
Stripe Terminal averages 57 across 3 comparison queries, matching the category median. It's the sole product tracked in evaluation-stage prompts, meaning competitors like Clover and Square either aren't cited or fall below audit thresholds.
Are there vertical-specific POS brands in the AI citation pool?+
Boulevard (salon/spa) and DoorDash for Merchants (restaurants) appear as featured candidates with no recorded scores. This suggests LLMs mention them in narrow contexts but don't elevate them in general best-POS queries.
Is AI citation growing for POS software?+
Category average rose from 72 to 74 between March and April 2026, with Stripe Terminal climbing 6 points. Sample sizes are 1 and 3 prompts—too sparse to confirm a trend. Most POS brands remain uncited.
Why is POS shortlist coverage 0% when 22 brands are tracked?+
Zero brands crack AI-generated shortlists across 17 discovery prompts. LLMs either lack training data on modern POS products or treat the category as commoditized, defaulting to feature-level advice instead of brand recommendations.

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