Coveo for Commerce
Strongest at enterprise. Ranked 70 of 71 for small business buyers.
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%. 0 of 14 models made it the first choice when asked directly.
Constructor is first at 30%.
Why models recommend it
“B2B and multi-content search (products + documentation/support) | Strong AI relevance, great for B2B technical content.”DeepSeek V4 Flash · Scale-constrained question · alternative
“Coveo's machine learning relevance engine is essential for B2B food distributors with 50,000+ products”Claude Haiku 4.5 · Paraphrase question · alternative
“Best For: Complex B2B environments, highly regulated industries, and massive multi-site organizations.”Qwen 3.7 Flash · Comparative question · alternative
“Choose Coveo or Bloomreach if you operate at the upper end of mid-market with heavy entitlement logic”Gemini 3.5 Flash · Direct question · alternative
What gives them pause
“High pricing ... complex initial setup ... AI analyses label it a "criticized challenger"”Grok 4.20 · Negative question · warning
“Coveo has a 32% negative share and is flagged as a "criticized challenger."”Mistral Small · Negative question · warning
“Coveo for ordinary product discovery. It is strong for enterprise and B2B search, but may be a poor fit if you primarily need consumer ecommerce merchandising”Perplexity Sonar · Negative question · warning
“Bloomreach, Coveo, Constructor.io, Google Vertex AI Search for Commerce | SMBs & Mid-Market: ... Avoid them unless you have dedicated merchandising teams”Gemini 3.5 Flash · Negative question · warning
Also on the shortlist
The products named in the same answers as Coveo for Commerce, over the 115 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 103 | 13 | View → | |
| 99 | 11 | View → | |
| 90 | 27 | View → | |
| 40 | 6 | View → | |
| 39 | 2 | View → | |
| 36 | 7 | View → | |
| 31 | 0 | View → | |
| 26 | 0 | View → | |
| 25 | 0 | View → | |
| 21 | 5 | View → |
What the models named instead of Coveo for 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 104 of the 115 answers that named Coveo for Commerce and are not a share of its labels.
Domains cited
372 of the 372 domain citations in answers naming Coveo for 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 | 1 | 0 | 1 | 2 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 1 | 4 |
| Perplexity Sonar | 0 | 2 | 0 | 2 | 4 |
| Grok 4.20 | 0 | 2 | 1 | 1 | 4 |
| Mistral Small | 0 | 1 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 1 | 3 |
| Kimi K2 | 0 | 0 | 1 | 2 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 1 | 0 | 2 | 3 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 1,142 | 14 | 2026-09-09 | SEO, CRM | |
| Webinar or virtual event | 275 | 2 | 2026-08-17 | ||
| Report or ebook | 180 | 2 | 2026-07-21 | ||
| Glossary or explainer | 72 | 0 | 2025-09-30 | ||
| Case study | 57 | 2 | 2026-07-15 | ||
| Conference or event | 37 | 10 | 2026-10-20 | ||
| Comparison | 30 | 0 | 2026-06-16 | CDP | |
| Podcast or video | 21 | 0 | 2024-09-11 | ||
| Template or tool | 7 | 0 | 2025-11-18 | ||
| News or press | 4 | 3 | 2026-09-28 |
Most recent
- 2026-09-28News events news or press
- 2026-09-28Press releases news or press
- 2026-09-23Coveo leadership dinner plano conference or event
- 2026-09-22Groceryshop 2026 conference or event
How it is countedHide how it is counted
Every page coveo.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.