| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Cloud hosting | Cloud and infrastructure | 20% | 2 of 85 | 8% | 37 | accepted challenger | ▼−1Since September 2026: 24% → 23%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Managed Kubernetes platforms | Cloud and infrastructure | 2% | 7 of 52 | 0% | 1 | under 10 labels · led by Google Kubernetes Engine at 43% | newNew since September 2026: not ranked then, 2% now. |
| Backup and disaster recovery | Cloud and infrastructure | 0% | 88 of 116 | 0% | 1 | under 10 labels · led by Veeam Data Platform at 38% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Enterprise storage systems | Cloud and infrastructure | 0% | 111 of 167 | 0% | 1 | under 10 labels · led by Dell PowerStore at 16% | |
| Multi-factor authentication | Identity and access | 0% | 73 of 77 | 100% | 1 | under 10 labels · led by Cisco Duo at 47% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Managed Kubernetes | 0% | 2% | newNew since September 2026: not ranked then, 2% now. | New this edition | Rank 7 of 52, unchanged |
| Cloud hosting | 24% | 23% | ▼−1Since September 2026: 24% → 23%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 2 of 85, unchanged |
| Backup and DR | 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 86 → 88 of 116 |
| Enterprise storage | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 111 of 167, unchanged |
| MFA | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 73 of 77, 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 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 1 | 2 | 0 | 1 | 4 |
| Perplexity Sonar | 1 | 0 | 1 | 0 | 2 |
| Grok 4.20 | 1 | 2 | 0 | 1 | 4 |
| Mistral Small | 2 | 1 | 0 | 0 | 3 |
| DeepSeek V4 Flash | 3 | 1 | 0 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 2 | 2 | 1 | 0 | 5 |
| Kimi K2 | 1 | 3 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 1 | 0 | 1 | 0 | 2 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“Start with Azure if: You use Microsoft products, need strong hybrid cloud, or have existing Microsoft licenses” GLM 4.7 FlashX · Cloud hosting · direct prompt · first choice
“the major hyperscalers (AWS, Microsoft Azure, Google Cloud Platform) generally offer superior reliability” DeepSeek V4 Flash · Cloud hosting · negative prompt · first choice
“For most mid-sized B2B companies, Microsoft Azure is the safest and most business-aligned choice” Gemini 3.5 Flash · Cloud hosting · paraphrase prompt · first choice
“I would recommend Amazon Web Services (AWS) or Microsoft Azure as the top choices” MiniMax M2.5 · Cloud hosting · paraphrase 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 breadth offered by AWS, Microsoft Azure, and Google Cloud can create billing and support challenges for small teams” Claude Haiku 4.5 · Cloud hosting · direct prompt · soft negative
“not recommended for limited budgets because their pay-as-you-go billing is highly complex” Gemini 3.5 Flash · Cloud hosting · budget prompt · soft negative
“Longest average outages (14.6 hours per incident ... ) ... watch for global disruptions.” Grok 4.20 · Cloud hosting · negative prompt · soft negative
“the researchers only took one hour to bypass Microsoft Azure's MFA systems” Muse Glimmer 30B · MFA · 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 107 of the 127 answers that named Microsoft Azure and are not a share of its labels.
237 of the 237 domain citations in answers naming Microsoft Azure 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 |
|---|---|---|---|---|---|
| Template or tool | 1,093 | undated | |||
| Blog | 596 | 17 | 2026-09-28 | SIEM | |
| Report or ebook | 72 | undated | |||
| Podcast or video | 68 | undated | |||
| Glossary or explainer | 62 | undated | |||
| Webinar or virtual event | 19 | undated | |||
| Comparison | 19 | 1 | 2026-08-27 | ||
| Case study | 5 | 1 | 2026-07-23 | ||
| News or press | 1 | 1 | 2026-09-29 |
Every page azure.microsoft.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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. 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 Microsoft Azure's own pages state, read September 28, 2026: azure.microsoft.com, azure.microsoft.com/en-us/pricing, azure.microsoft.com/en-us/explore/security, azure.microsoft.com/en-us/products/cdn, azure.microsoft.com/en-us/resources/customer-stories. 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 Microsoft Azure'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 Microsoft Azure, 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 Microsoft Azure by email, built from the raw record of the edition. It shows:
Microsoft Azure is among the products AI models recommend first in Cloud hosting 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.