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Subcategory · AI Citation Index

Point of Sale

The POS category exhibits mature buyer behavior with clear frontrunners—Clover, Shopify, and QuickBooks each shortlisted in 41-53% of evaluations across maximally diverse models—yet zero prompt coverage reveals buyers rarely name specific vendors upfront. This suggests purchase decisions are driven by feature requirements, industry fit, and integration needs rather than brand loyalty. The 54 consensus brands against only 12 evaluation brands indicates a fragmented market where many vendors achieve baseline consideration but few earn deep evaluation scrutiny.

165 discovery queries · 125 head-to-heads · refreshed Oct 22, 2026

Discovery stage

The shortlist

Across 165 buyer-style "Point of Sale" queries

5%19%32%46%59%Coverage — share of discovery prompts where the brand surfaces67%73%79%85%90%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Shopify POS
10/11
2Shopify
9/11
3Clover
9/11
4Quickbooks
6/11
5Retail Pro
5/11
1Solo
6/7
2Vagaro
5/7
3Quickbooks
5/7
4Clover
5/7
5Mindbody
4/7
1Quickbooks
5/6
2Shopify POS
4/6
3Shopify
3/6
4Clover
3/6
5Front Desk
2/6
1Clover
6/6
2Apple
5/6
3Shopify POS
5/6
4Toast
5/6
5Shopify
4/6
1Toast
6/6
2Lightspeed Restaurant
6/6
3SpotOn
6/6
4Clover
5/6
5Quickbooks
4/6
1Toast
5/5
2Clover
5/5
3Lightspeed Restaurant
5/5
4Revel Systems
5/5
5Quickbooks
4/5
1Shopify
5/5
2Shopify POS
5/5
3Clover
5/5
4Toast
4/5
5Quickbooks
4/5
1Vagaro
5/5
2Quickbooks
5/5
3Mindbody
5/5
4Solo
4/5
5Mangomint
3/5
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · point-of-sale

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 4/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand0491317Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 4/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

Citation sources

Where AI pulls citations from

592 citations captured across Point of Sale prompt runs.

Vendor pages

143

Product, help, and marketing pages from tracked vendors

Independent sources

147

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Point of Sale questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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