# Qubit: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/qubit

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Tag management](https://www.gane.ai/index/gtm/gtm-data/tag-management/index.md) | 0% | 46 | 50% | 2 |
| [Experimentation and personalization](https://www.gane.ai/index/gtm/marketing/experimentation-and-personalization/index.md) | 0% | 96 | 100% | 1 |

## What the models said for it

- "Good for personalization-heavy B2B sites" (MiniMax M2.5, Tag management)

## And against it

- "Qubit was acquired by Coveo, and its standalone legacy tagging features have largely been shifted toward personalization and commerce AI" (Gemini 3.5 Flash, Tag management)
- "Legacy Enterprise Personalization Suites (e.g., ... Coveo/Qubit) The Risk: Heavy legacy tags, slow execution, and rigid workflows." (Gemini 3.5 Flash, Experimentation)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 2 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Qubit, from 4 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- landingi.com: 2
- leads-technologies.com: 2
- magicblocks.ai: 2
- studylib.net: 2
- watsspace.com: 2
- apis.io: 1
- cheq.ai: 1
- gane.ai/index: 1
- improvado.io: 1
- martech.org: 1

### Pages cited

- https://landingi.com/conversion-optimization/best-tools: 2
- https://leads-technologies.com/en/blogs/top-marketing-personalization-tools-guide: 2
- https://magicblocks.ai/blog/top-enterprise-conversion-rate-optimization: 2
- https://studylib.net/doc/26065877/experimentation-and-personalisation: 2
- https://watsspace.com/blog/best-page-personalization-tools-for-enterprise-ecommerce: 2
- https://apis.io/providers/ensighten: 1
- https://cheq.ai/blog/cheq-acquires-ensighten: 1
- https://cheq.ai/ensighten: 1

## What it publishes

Every page coveo.com exposes, read 2026-09-29: 5736 addresses. By kind, pages and the last 90 days:

- blog: 1142 pages, 14 in the last 90 days, latest 2026-09-09
- case study: 57 pages, 2 in the last 90 days, latest 2026-07-15
- webinar or virtual event: 275 pages, 2 in the last 90 days, latest 2026-08-17
- conference or event: 37 pages, 10 in the last 90 days, latest 2026-10-20
- report or ebook: 180 pages, 2 in the last 90 days, latest 2026-07-21
- comparison: 30 pages, 0 in the last 90 days, latest 2026-06-16
- template or tool: 7 pages, 0 in the last 90 days, latest 2025-11-18
- glossary or explainer: 72 pages, 0 in the last 90 days, latest 2025-09-30
- podcast or video: 21 pages, 0 in the last 90 days, latest 2024-09-11
- news or press: 4 pages, 3 in the last 90 days, latest 2026-09-28
- Recent: 2026-10-20 conference or event: Tsia cirque du soleil https://www.coveo.com/en/resources/events/2026/tsia-cirque-du-soleil
- Recent: 2026-10-19 conference or event: Tsia 2026 https://www.coveo.com/en/resources/events/2026/tsia-2026
- Recent: 2026-09-28 news or press: News events https://ir.coveo.com/en/news-events
- Recent: 2026-09-28 news or press: Press releases https://ir.coveo.com/en/news-events/press-releases
- Recent: 2026-09-23 conference or event: Coveo leadership dinner plano https://www.coveo.com/en/resources/events/2026/coveo-leadership-dinner-plano
- Recent: 2026-09-22 conference or event: Groceryshop 2026 https://www.coveo.com/en/resources/events/2026/groceryshop-2026

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.