Index › GTM › Products › Qubit · November 2026 Edition
2 categories · Named, not ranked

Qubit

coveo.com ↗

–Too few to rank
4/14Models named it
0First choices
3Warnings
November 2026 Edition · all company sizes counted.
Ranked inTag management #46 mid-marketExperimentation and personalization #96
What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Qubit has 3.

Why models recommend it

“Good for personalization-heavy B2B sites”MiniMax M2.5 · Direct question · alternative

What gives them pause

“Qubit was acquired by Coveo, and its standalone legacy tagging features have largely been shifted toward personalization and commerce AI”Gemini 3.5 Flash · Negative question · warning
“Legacy Enterprise Personalization Suites (e.g., ... Coveo/Qubit) The Risk: Heavy legacy tags, slow execution, and rigid workflows.”Gemini 3.5 Flash · Negative question · warning

Also on the shortlist

The products named in the same answers as Qubit, over the 7 answers that named it, and how often each was the first choice instead.

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

The sites and pages the answers that named Qubit came back with. A fact about retrieval, not a cause of the answer.

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 4 of the 7 answers that named Qubit and are not a share of its labels.

Domains cited

landingi.com2
leads-technologies.com2
magicblocks.ai2
studylib.net2
watsspace.com2
apis.io1
cheq.ai1
gane.ai/indexpublisher (Gane)1
improvado.io1
martech.org1

Fourteen of the fifteen domain citations in answers naming Qubit came from a third party's page. One was to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Qubit across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00022
Perplexity Sonar00000
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.501001
GPT-6 Luna00000
Muse Glimmer 30B00000

What it publishes

Addresses on coveo.com
5,736
subdomains included
Content
1,825
counted in the table below
Documentation
2,243
Product · Integration
58 · 188
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog1,142142026-09-09SEO, CRM
Webinar or virtual event27522026-08-17
Report or ebook18022026-07-21
Glossary or explainer7202025-09-30
Case study5722026-07-15
Conference or event37102026-10-20
Comparison3002026-06-16CDP
Podcast or video2102024-09-11
Template or tool702025-11-18
News or press432026-09-28

Most recent

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.