| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Search and social advertising platforms | Marketing | 0% | 92 of 137 | 33% | 3 | under 10 labels · led by Google Ads at 10% |
| Attribution and marketing mix modeling | Marketing | 0% | 111 of 124 | 100% | 1 | under 10 labels · led by Dreamdata at 29% |
| Data management platforms | GTM data and infrastructure | 0% | 166 of 183 | 100% | 1 | under 10 labels · led by Segment at 18% |
| Ecommerce marketing | Marketing | 0% | 91 of 154 | 0% | 1 | under 10 labels · led by HubSpot Marketing Hub at 36% |
| Video marketing and hosting | Marketing | 0% | 35 of 56 | 100% | 1 | under 10 labels · led by Wistia at 56% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 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 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 2 | 3 |
Verbatim evidence the judge attached to positive labels.
“ranks Google Ads, Microsoft/Bing Ads, Meta (Facebook), and LinkedIn as the most reliable for quality traffic” Qwen 3.7 Flash · Paid ads · negative 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.
“Meta Pixel healthcare data capture: Embedded on hospital websites, collecting diagnoses, prescriptions... without patient consent” MiniMax M2.5 · DMP · negative prompt · hard negative
“Google and Meta, for example, are known to attribute conversions to themselves regardless of whether they were the true driver.” Claude Haiku 4.5 · Attribution & MMM · negative prompt · soft negative
“This platform has the most documented issues recently... Frequent bugs and disruptions” MiniMax M2.5 · Paid ads · negative prompt · soft negative
“including YouTube, TikTok, Twitch, Snapchat, X, Meta, and others” GPT-5.4 mini · Video hosting · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 7 of the 21 answers that named Meta and are not a share of its labels.
Seventeen of the seventeen domain citations in answers naming Meta came from somebody else's page.
Pages are listed as the models cited them.
From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
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 Meta'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 Meta, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at metabase.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.