| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Web analytics | GTM data and infrastructure | 57% | 1 of 91 | 25% | 80 | criticized default | |
| Attribution and marketing mix modeling | Marketing | 17% | 2 of 123 | 25% | 28 | criticized challenger | ▲+4Since September 2026: 12% → 16%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Customer intelligence and data science | GTM data and infrastructure | 16% | 2 of 142 | 38% | 26 | criticized challenger | ▲+1Since September 2026: 16% → 17%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Audience and consumer insights platforms | Marketing | 7% | 5 of 155 | 10% | 10 | accepted challenger | |
| Session replay and heatmaps | GTM data and infrastructure | 3% | 10 of 56 | 20% | 5 | under 10 labels · led by Microsoft Clarity at 33% | |
| Content marketing platforms | Marketing | 2% | 13 of 135 | 0% | 5 | under 10 labels · led by HubSpot Content Hub at 33% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Product analytics | GTM data and infrastructure | 2% | 7 of 40 | 73% | 22 | criticized challenger | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Ecommerce marketing | Marketing | 0% | 19 of 115 | 0% | 6 | under 10 labels · led by HubSpot Marketing Hub at 38% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| SEO and content optimization platforms | Marketing | 0% | 19 of 78 | 0% | 6 | under 10 labels · led by Semrush at 21% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Data management platforms | GTM data and infrastructure | 0% | 29 of 159 | 0% | 4 | under 10 labels · led by Segment at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Mobile apps | Marketing | 0% | 35 of 117 | 0% | 3 | under 10 labels · led by Customer.io at 17% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| AI marketing agents | Marketing | 0% | 82 of 157 | 0% | 1 | under 10 labels · led by HubSpot Breeze at 24% | |
| B2B intent data providers | Sales | 0% | 47 of 60 | 0% | 1 | under 10 labels · led by Apollo.io at 27% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Identity resolution | GTM data and infrastructure | 0% | 63 of 140 | 0% | 1 | under 10 labels · led by Hightouch Adaptive Identity Resolution at 12% | newNew since September 2026: not ranked then, 0% now. |
| Market intelligence platforms | GTM data and infrastructure | 0% | 101 of 172 | 0% | 1 | under 10 labels · led by Apollo.io at 17% | |
| Marketing resource management | Marketing | 0% | 69 of 110 | 0% | 1 | under 10 labels · led by Wrike for Marketing at 24% | |
| PR and media monitoring | Marketing | 0% | 24 of 47 | 0% | 1 | under 10 labels · led by Muck Rack at 30% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 7 | 1 | 4 | 3 | 15 |
| GPT-5.4 mini | 3 | 2 | 1 | 3 | 9 |
| Gemini 3.5 Flash | 2 | 3 | 1 | 10 | 16 |
| Perplexity Sonar | 5 | 2 | 1 | 4 | 12 |
| Grok 4.1 Fast | 9 | 4 | 2 | 7 | 22 |
| Mistral Small | 7 | 2 | 3 | 4 | 16 |
| DeepSeek V4 Flash | 5 | 3 | 4 | 3 | 15 |
| Llama 4 Maverick | 5 | 0 | 2 | 2 | 9 |
| Qwen 3.7 Flash | 5 | 3 | 3 | 2 | 13 |
| Kimi K2 | 6 | 3 | 4 | 4 | 17 |
| GLM 4.7 FlashX | 6 | 6 | 3 | 5 | 20 |
| MiniMax M2.5 | 4 | 1 | 2 | 1 | 8 |
| GPT-6 Luna | 5 | 3 | 1 | 2 | 11 |
| Muse Glimmer 30B | 5 | 6 | 2 | 5 | 18 |
Verbatim evidence the judge attached to positive labels.
“The best web analytics platform for a company with a limited budget is Google Analytics 4, as it provides comprehensive tracking with predictive insights at zero cost.” Llama 4 Maverick · Web analytics · budget prompt · first choice
“Free leader for basic-to-advanced data-driven attribution; integrates seamlessly with Google Ads. Great for SMBs, but privacy-limited post-cookies.” Grok 4.1 Fast · Attribution & MMM · comparative prompt · first choice
“The default, free industry standard... incredibly powerful and free, but it has a notoriously steep learning curve and a complex interface.” Gemini 3.5 Flash · Web analytics · comparative prompt · first choice
“Google Analytics 4 (GA4) is completely free and provides a solid foundation without any financial commitment for teams with limited budgets” Claude Haiku 4.5 · Attribution & MMM · budget prompt · first choice
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.
“the main one to scrutinize is Google Analytics 4 (GA4), especially in privacy-regulated environments, because multiple sources flag GDPR, data-transfer, and consent issues” Perplexity Sonar · Web analytics · negative prompt · hard negative
“Be cautious primarily with Google Analytics (GA4 and legacy versions), as it faces the most significant privacy, compliance, and reliability issues” Grok 4.1 Fast · Web analytics · negative prompt · hard negative
“Multiple EU regulators ... have ruled it non-compliant for standard setups due to personal data flowing to the US without sufficient safeguards” Grok 4.1 Fast · Audience insights · negative prompt · hard negative
“Google Analytics 4 (GA4) - Avoid if you need sub-user-level data exports for ML models, require HIPAA compliance, operate in China” Llama 4 Maverick · Web analytics · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 474 of the 520 answers that named Google Analytics 4 and are not a share of its labels.
938 of the 938 domain citations in answers naming Google Analytics 4 came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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.
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.
Fetched September 14, 2026, with a correction applied. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata
What Google Analytics 4's own pages state, read October 5, 2026: marketingplatform.google.com/about/analytics, analytics.google.com. A claimed page can correct any of them.
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 Google Analytics 4'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 Google Analytics 4, 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 Google Analytics 4 by email, built from the raw record of the edition. It shows:
AI models recommend Google Analytics 4 first in Web analytics this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Google Analytics 4 is among the products AI models recommend first in Attribution and marketing mix modeling this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Google Analytics 4 is among the products AI models recommend first in Customer intelligence and data science this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.