Ecommerce search and merchandising · RankedAthos Commerce
Athos Commerce is an ecommerce search and merchandising product for online retailers · athoscommerce.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Doofinder is first at 40%.
Algolia is first at 24%. 1 of 14 models made it the first choice when asked directly.
Constructor is first at 30%.
Why models recommend it
“Athos Commerce ⭐ Best Overall for Mid-Market”GLM 4.7 FlashX · Direct question · first choice
“Other strong options include Athos Commerce (unified merchandising focus, G2 Leader”Grok 4.20 · Direct question · alternative
“Unified platform combining search, merchandising, and channel syndication”DeepSeek V4 Flash · Direct question · alternative
“Balanced for growing brands; strong in guided navigation and visual tools.”Grok 4.20 · Comparative question · alternative
What gives them pause
“Searchspring and Klevu combined under Athos Commerce in January 2025. That makes product-roadmap, migration, and support continuity worth checking—not proof of a problem.”GPT-6 Luna · Negative question · warning
“Caution: Athos Commerce (formerly Klevu & Searchspring) ... you should be cautious about long-term lock-in”GLM 4.7 FlashX · Negative question · warning
Also on the shortlist
The products named in the same answers as Athos Commerce, over the 36 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 30 | 3 | View → | |
| 29 | 9 | View → | |
| 28 | 4 | View → | |
| 25 | 2 | View → | |
| 21 | 4 | View → | |
| 15 | 1 | View → | |
| 15 | 0 | View → | |
| 13 | 1 | View → | |
| 9 | 0 | View → | |
| 8 | 0 | View → |
What the models named instead of Athos Commerce →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 36 of the 36 answers that named Athos Commerce and are not a share of its labels.
Domains cited
140 of the 150 domain citations in answers naming Athos Commerce came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 3 | 0 | 0 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |