| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Ecommerce search and merchandising | Marketing | 6% | 7 of 74 | 31% | 32 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 1 | 3 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 4 | 5 |
| Perplexity Sonar | 1 | 1 | 1 | 1 | 4 |
| Grok 4.20 | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 2 | 1 | 0 | 2 | 5 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 2 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Coveo is the strongest single-platform choice overall because it is explicitly positioned for B2B and complex catalogs” Perplexity Sonar · Ecommerce search · direct prompt · first choice
“Coveo is the strongest B2B-focused platform in the market.” DeepSeek V4 Flash · Ecommerce search · direct prompt · first choice
“Top Recommendation: Coveo (for complex B2B needs)” DeepSeek V4 Flash · Ecommerce search · paraphrase prompt · first choice
“Coveo is an AI-powered ecommerce search platform that combines product discovery, personalized recommendations, conversational search, and merchandising controls” Muse Glimmer 30B · Ecommerce search · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid platforms that aren't ecommerce-native (Coveo is the biggest offender — it's knowledge management repackaged as commerce).” DeepSeek V4 Flash · Ecommerce search · negative prompt · hard negative
“enterprise-grade solutions like Bloomreach, Constructor.io, or Coveo ... typically require custom contracts running several thousands of dollars per month” Gemini 3.5 Flash · Ecommerce search · budget prompt · soft negative
“Overkill for pure ecommerce search. Best when you need search across a whole digital ecosystem. Expensive if you only need onsite product search.” DeepSeek V4 Flash · Ecommerce search · comparative prompt · soft negative
“Implementation Lag: Implementing enterprise platforms like Coveo or Bloomreach can require 3 to 9 months” Gemini 3.5 Flash · Ecommerce search · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 101 of the 107 answers that named Coveo and are not a share of its labels.
415 of the 415 domain citations in answers naming Coveo came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| 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 |
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.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Coveo's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Coveo, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Coveo by email, built from the raw record of the edition. It shows: