# Quantcast Choice: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/quantcast-choice

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Consent and privacy management](https://www.gane.ai/index/gtm/gtm-data/consent-and-privacy-management/index.md) | 0% | 19 | 25% | 8 |

## What the models said for it

- "Free for many small businesses, highly integrated with ad-tech ecosystems (but check the terms on their free tier)." (Qwen 3.7 Flash, Consent)
- "Completely free option for basic cookie consent—good starting point." (Kimi K2, Consent)

## And against it

- "That is a historical implementation risk signal rather than a current outright ban, and you should verify the current Google certification and TCF integration status before use." (Muse Glimmer 30B, Consent)
- "Ad-tech biased & publisher-focused. ... It may not be ideal for SaaS apps" (Gemini 3.5 Flash, Consent)

## 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 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 2 | 0 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 1 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Quantcast Choice, from 14 of the 17 answers that named it (only the models that return a source list).

### Domains cited

- designrush.com: 8
- debugbear.com: 7
- github.com: 6
- secureprivacy.ai: 6
- consently.net: 5
- g2.com: 5
- syrenis.com: 5
- arxiv.org: 4
- bulkwp.com: 4
- capterra.com: 4

### Pages cited

- https://designrush.com/agency/it-services/trends/best-consent-management-platforms: 8
- https://debugbear.com/blog/consent-management-platforms-performance-comparison: 7
- https://consently.net/blog/best-cmp-for-enterprise: 5
- https://github.com/JermainKroot/best-consent-management-platforms/blob/main/README.md: 5
- https://syrenis.com/resources/consent-and-preference-management-platforms-comparison: 5
- https://bulkwp.com/standout-consent-management-platforms-that-set-the-industry-standard: 4
- https://geekflare.com/guides/best-cmp-solutions: 4
- https://measuremindsgroup.com/which-cmp-most-compliant: 4

## The company

Quantcast; https://www.quantcast.com; San Francisco, United States; founded 2006; about 150 employees. From Wikidata, fetched 2026-09-14.

## In its own words

What Quantcast Choice's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The Quantcast Platform empowers brands, agencies, and publishers to meet their digital marketing and advertising goals. (https://www.quantcast.com/platform)
- For: brands, agencies, and publishers (https://www.quantcast.com/platform)
- Customers named: TD Bank, AKA NYC, Lancôme, Dell, Singapore Airlines, MBNA, Starbucks, CRQDwell

## What it publishes

Every page quantcast.com exposes, read 2026-09-29: 542 addresses. By kind, pages and the last 90 days:

- blog: 151 pages, 0 in the last 90 days, latest undated
- case study: 94 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 11 pages, 0 in the last 90 days, latest undated
- conference or event: 7 pages, 0 in the last 90 days, latest undated
- report or ebook: 6 pages, 0 in the last 90 days, latest undated
- comparison: 5 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 3 pages, 0 in the last 90 days, latest undated
- podcast or video: 1 pages, 0 in the last 90 days, latest undated
- news or press: 6 pages, 0 in the last 90 days, latest undated

## 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.