| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Cloud hosting | Cloud and infrastructure | 2% | 8 of 85 | 23% | 57 | accepted challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Load balancers | Network and edge | 0% | 76 of 94 | 50% | 4 | under 10 labels · led by HAProxy at 29% | |
| Managed DNS | Network and edge | 0% | 62 of 78 | 50% | 4 | under 10 labels · led by Cloudflare DNS at 84% | |
| AI security platforms | Security operations | 0% | 232 of 233 | 100% | 3 | under 10 labels · led by SentinelOne Singularity at 11% | |
| AI SOC agents | Security operations | 0% | 62 of 104 | 0% | 2 | under 10 labels · led by Dropzone AI at 24% | |
| Content delivery networks | Network and edge | 0% | 25 of 49 | 50% | 2 | under 10 labels · led by Cloudflare at 68% | newNew since September 2026: not ranked then, 0% now. |
| AI coding assistants | Developer platform | 0% | 32 of 48 | 0% | 1 | under 10 labels · led by GitHub Copilot at 75% | newNew since September 2026: not ranked then, 0% now. |
| AI governance platforms | Data platform | 0% | 127 of 135 | 100% | 1 | under 10 labels · led by Credo AI at 18% | |
| API gateways | Developer platform | 0% | 49 of 66 | 100% | 1 | under 10 labels · led by Kong Gateway at 53% | newNew since September 2026: not ranked then, 0% now. |
| API management | Developer platform | 0% | 38 of 61 | 0% | 1 | under 10 labels · led by Kong Gateway at 37% | newNew since September 2026: not ranked then, 0% now. |
| Artifact and container registries | Developer platform | 0% | 45 of 89 | 0% | 1 | under 10 labels · led by JFrog Artifactory at 14% | |
| Attack surface management | Security operations | 0% | 94 of 100 | 100% | 1 | under 10 labels · led by Intruder at 49% | newNew since September 2026: not ranked then, 0% now. |
| Cloud cost management | Cloud and infrastructure | 0% | 56 of 76 | 0% | 1 | under 10 labels · led by Vantage at 45% | |
| Data loss prevention | Security operations | 0% | 58 of 89 | 0% | 1 | under 10 labels · led by Microsoft Purview DLP at 46% | newNew since September 2026: not ranked then, 0% now. |
| Email security | Security operations | 0% | 46 of 76 | 0% | 1 | under 10 labels · led by Microsoft Defender for Office 365 at 32% | newNew since September 2026: not ranked then, 0% now. |
| IT financial management | IT operations and endpoint | 0% | 76 of 159 | 0% | 1 | under 10 labels · led by Nicus ITFM Platform at 9% | |
| Managed Kubernetes platforms | Cloud and infrastructure | 0% | 27 of 52 | 0% | 1 | under 10 labels · led by Google Kubernetes Engine at 43% | newNew since September 2026: not ranked then, 0% now. |
| Managed relational databases | Data platform | 0% | 48 of 82 | 0% | 1 | under 10 labels · led by Amazon RDS at 45% | goneNot named this edition; 0% in September 2026. |
| Telemetry pipelines | IT operations and endpoint | 0% | 92 of 124 | 0% | 1 | under 10 labels · led by OpenTelemetry Collector at 37% | |
| Threat intelligence platforms | Security operations | 0% | 55 of 119 | 0% | 1 | under 10 labels · led by MISP at 12% | newNew since September 2026: not ranked then, 0% now. |
| Unified endpoint management | IT operations and endpoint | 0% | 37 of 53 | 0% | 1 | under 10 labels · led by Microsoft Intune at 39% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Vector databases | Data platform | 0% | 33 of 44 | 0% | 1 | under 10 labels · led by pgvector at 35% | |
| Zero trust network access | Network and edge | 0% | 49 of 66 | 0% | 1 | under 10 labels · led by Twingate at 39% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Cloud hosting | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 8 of 85 |
| Load balancers | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 76 of 94, unchanged |
| Managed DNS | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 62 of 78, unchanged |
| AI security | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 232 of 233, unchanged |
| AI SOC agents | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 62 of 104, unchanged |
| CDN | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 25 of 49, unchanged |
| AI coding | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 32 of 48, unchanged |
| AI governance | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 127 of 135, unchanged |
| API gateways | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 49 of 66, unchanged |
| API management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 38 of 61, unchanged |
| Artifact registries | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 45 of 89, unchanged |
| ASM | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 94 of 100, unchanged |
| FinOps | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 56 of 76, unchanged |
| DLP | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 58 of 89, unchanged |
| Email security | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 46 of 76, unchanged |
| Managed Kubernetes | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 27 of 52, unchanged |
| Managed databases | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 36 → 48 of 82 |
| Telemetry pipelines | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 92 of 124, unchanged |
| Threat intel | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 55 of 119, unchanged |
| UEM | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 27 → 37 of 53 |
| Vector databases | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 33 of 44, unchanged |
| ZTNA | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 49 of 66, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 0 | 3 | 2 | 4 | 9 |
| Gemini 3.5 Flash | 0 | 3 | 1 | 2 | 6 |
| Perplexity Sonar | 0 | 1 | 1 | 2 | 4 |
| Grok 4.20 | 1 | 2 | 2 | 4 | 9 |
| Mistral Small | 1 | 3 | 3 | 2 | 9 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 4 | 2 | 1 | 7 |
| Kimi K2 | 0 | 6 | 1 | 1 | 8 |
| GLM 4.7 FlashX | 0 | 2 | 2 | 0 | 4 |
| MiniMax M2.5 | 0 | 2 | 4 | 2 | 8 |
| GPT-6 Luna | 0 | 4 | 3 | 2 | 9 |
| Muse Glimmer 30B | 0 | 2 | 1 | 2 | 5 |
Verbatim evidence the judge attached to positive labels.
“the major hyperscalers (AWS, Microsoft Azure, Google Cloud Platform) generally offer superior reliability” DeepSeek V4 Flash · Cloud hosting · negative prompt · first choice
“Google Cloud Platform (GCP) is known for its data analytics, AI/ML capabilities, and competitive pricing” Mistral Small · Cloud hosting · direct prompt · first choice
“GCP (3rd, fastest-growing ~28% YoY) | Data analytics, AI/ML, containers” Grok 4.20 · Cloud hosting · comparative prompt · first choice
“If analytics, AI, or data-driven workloads are central to your strategy, Google Cloud can be a compelling choice.” GLM 4.7 FlashX · Cloud hosting · paraphrase 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.
“leaders (Apigee/Google, AWS, Azure, MuleSoft, IBM) are more enterprise-heavy/expensive\u2014better for larger mid-market but overkill for many” Grok 4.20 · API gateways · direct prompt · soft negative
“Major AI platforms like OpenAI, Google (DeepMind, Gemini), Anthropic, Meta, and Microsoft have experienced data leaks and security incidents” Mistral Small · AI security · negative prompt · soft negative
“Google Cloud, for example, has had incidents affecting Cloud DNS-related operations and other core cloud services in recent years” GPT-5.4 mini · Managed DNS · negative prompt · soft negative
“Raw hyperscalers like AWS, Google Cloud, and Azure ... require more self-management, and can become expensive” Perplexity Sonar · Cloud hosting · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 226 of the 253 answers that named Google Cloud and are not a share of its labels.
368 of the 368 domain citations in answers naming Google Cloud 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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Case study | 707 | undated | |||
| Blog | 372 | 0 | 2018-12-13 | ||
| Glossary or explainer | 51 | 0 | 2018-12-13 | ||
| Comparison | 35 | undated | |||
| News or press | 34 | undated | |||
| Template or tool | 1 | undated | |||
| Podcast or video | 1 | undated |
Every page google.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. Read September 29, 2026.
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.
What Google Cloud's own pages state, read September 28, 2026: google.com, google.com/adwords/express/pricing, google.com/admob/platform.html. 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 Cloud'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 Cloud, 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 Cloud by email, built from the raw record of the edition. It shows: