Thunderdome B2B SaaS AI Visibility Index

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September 2026 snapshot · 72 AI answers Contested

Retail POS & Store Management: AI Visibility Ranking

Point-of-sale and store management software for retailers covering checkout, inventory, and customer management. Right now, Shopify POS is the brand AI assistants recommend most, with a Visibility Score of 79 and the #1 spot in 35% of answers. Head-to-head: Shopify POS vs Square →

These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.

Square and Lightspeed Retail are virtually tied at the top.

Square and Lightspeed Retail share the same mention rate at 61% of answers, separated by less than 1 point in score, with no brand pulling away. What makes this more interesting is how differently the models vote: ChatGPT strongly prefers Lightspeed Retail with a score of 75, while Claude and Gemini both favor Square above 60. Clover shows up in 49% of answers but never earns a first pick, meaning it gets recognized without being trusted to lead.

AI-generated analysis of the September 2026 measurements.

# Brand Visibility Score Mention rate Avg. position #1 pick rate Models
1 Shopify POS
79
±2.5
88% 2.0 35% ChatGPT #3 Claude #1 Gemini #1
2 Square
74
±2.4
86% 2.4 35% ChatGPT #1 Claude #2 Gemini #2
3 Lightspeed Retail
71
±2.9
82% 2.4 15% ChatGPT #2 Claude #3 Gemini #3
4 Clover
30
±5.5
49% 4.9 0% ChatGPT #4 Claude #4 Gemini #4
5 Toast
9
±4
14% 4.8 0% ChatGPT #8 Claude #5 Gemini #7
6 Loyverse
5
±2.3
7% 3.2 0% ChatGPT Claude #11 Gemini #6
7 Vend
5
±3.9
11% 6.3 0% ChatGPT #5 Claude #14 Gemini #9
8 Helcim
5
±2.3
7% 4.0 0% ChatGPT Claude Gemini #5
9 Revel Systems
4
±3.7
8% 5.7 0% ChatGPT #7 Claude #8 Gemini
10 Aptos
4
±2.2
7% 5.2 0% ChatGPT #6 Claude #12 Gemini
11 Oracle Retail
4
±0.3
4% 1.3 3% ChatGPT Claude #6 Gemini
12 Manhattan Associates
4
±1.4
6% 3.8 0% ChatGPT Claude #7 Gemini #12
13 Microsoft Entra ID
4
±3.5
4% 1.7 3% ChatGPT Claude #9 Gemini #8
14 Okta
4
±3.1
4% 2.7 0% ChatGPT Claude #10 Gemini #10
15 Smile.io
3
±3.2
4% 4.3 0% ChatGPT #9 Claude #13 Gemini #11

The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.

Just below the cutoff: Oracle NetSuite (2.8), NCR Voyix (2.6), AWS (2.6), Ping Identity (2.2), SumUp (2.1). 65 brands were scored in this category; the leaderboard shows the top 15.

Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.

Openness 21/100: the share of this category's recommendation weight not held by the leader.

Compare brands in Retail POS & Store Management head-to-head →  ·  Explore the prompt tree →

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Do the models agree?

Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.

ChatGPT Claude Gemini
0 25 50 75 100 Visibility Score · 0 = never mentioned, 100 = always the first recommendation Shopify POS Square Lightspeed Retail Clover Toast Loyverse Vend Helcim Revel Systems Aptos

Where they land in the answer

When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.

1 2 3 4 5 6 7 8 9 10 11 12 Position in the answer · 1 = the first product recommended Shopify POS Square Lightspeed Retail Clover Toast Loyverse Vend Helcim Revel Systems Aptos

What each model recommends first

ChatGPT

gpt-5.4

1 Square
79
2 Lightspeed Retail
79
3 Shopify POS
78
4 Clover
34
5 Vend
10

Claude

claude-sonnet-4-6

1 Shopify POS
74
2 Square
73
3 Lightspeed Retail
63
4 Clover
35
5 Toast
20

Gemini

gemini-3-flash-preview

1 Shopify POS
84
2 Square
71
3 Lightspeed Retail
70
4 Clover
20
5 Helcim
15

The questions we asked

Each model answered every prompt 3 times in September 2026. Prompts are brand-neutral so no vendor gets seeded into the question.

  1. Best overall
    What's the best point-of-sale system for a retail store? See who wins it →
  2. Use-case fit
    We run a specialty retail shop and need checkout, inventory management, and customer loyalty in one connected system. What should we use? See who wins it →
  3. Top tools in 2026
    What are the top retail POS and store management platforms in 2026? See who wins it →
  4. Startup & small team
    Which retail POS is best for a small single-location store on a budget? See who wins it →
  5. Enterprise pick
    Which undefined should a large enterprise standardize on, considering security, compliance, and scale? See who wins it →
  6. Feature-led ask
    I need a POS with inventory tracking, e-commerce sync, and loyalty for our retail business. What do you recommend? See who wins it →
  7. If you could pick one
    If you could only pick one retail POS system, which would it be and why? See who wins it →
  8. Budget & alternatives
    What retail POS software has the best inventory and payment integrations? See who wins it →