| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Video conferencing | IT operations and endpoint | 24% | 2 of 50 | 15% | 68 | accepted challenger | |
| Microsegmentation | Network and edge | 2% | 21 of 94 | 0% | 1 | under 10 labels · led by ColorTokens Xshield at 25% | |
| Endpoint protection | IT operations and endpoint | 2% | 13 of 86 | 0% | 3 | under 10 labels · led by Microsoft Defender for Endpoint at 22% | newNew since September 2026: not ranked then, 2% now. |
| AI security platforms | Security operations | 0% | 199 of 233 | 33% | 3 | under 10 labels · led by SentinelOne Singularity at 11% | |
| AI SOC agents | Security operations | 0% | 49 of 104 | 0% | 3 | under 10 labels · led by Dropzone AI at 24% | |
| Cloud-native application protection | Cloud and infrastructure | 0% | 37 of 70 | 33% | 3 | under 10 labels · led by Wiz at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Data virtualization | Data platform | 0% | 62 of 99 | 33% | 3 | under 10 labels · led by Denodo at 28% | |
| Threat intelligence platforms | Security operations | 0% | 119 of 119 | 100% | 3 | under 10 labels · led by MISP at 12% | newNew since September 2026: not ranked then, 0% now. |
| Zero trust network access | Network and edge | 0% | 21 of 66 | 0% | 3 | under 10 labels · led by Twingate at 39% | newNew since September 2026: not ranked then, 0% now. |
| Managed detection and response | Security operations | 0% | 25 of 67 | 0% | 2 | under 10 labels · led by Arctic Wolf Managed Detection and Response at 37% | newNew since September 2026: not ranked then, 0% now. |
| Network detection and response | Security operations | 0% | 59 of 102 | 0% | 2 | under 10 labels · led by ManageEngine NetFlow Analyzer at 21% | |
| Non-human identity management | Identity and access | 0% | 110 of 128 | 50% | 2 | under 10 labels · led by JumpCloud at 14% | |
| SASE platforms | Network and edge | 0% | 16 of 45 | 0% | 2 | under 10 labels · led by Cato Networks at 35% | newNew since September 2026: not ranked then, 0% now. |
| AI governance platforms | Data platform | 0% | 129 of 135 | 100% | 1 | under 10 labels · led by Credo AI at 18% | |
| Certificate lifecycle management | Identity and access | 0% | 82 of 104 | 0% | 1 | under 10 labels · led by Sectigo Certificate Manager at 27% | |
| Communications archiving and compliance | Security operations | 0% | 72 of 101 | 0% | 1 | under 10 labels · led by Smarsh Enterprise Archive at 20% | |
| Content delivery networks | Network and edge | 0% | 32 of 49 | 100% | 1 | under 10 labels · led by Cloudflare at 68% | newNew since September 2026: not ranked then, 0% now. |
| Data masking and test data management | Data platform | 0% | 102 of 140 | 0% | 1 | under 10 labels · led by DATPROF at 17% | |
| DDI and IP address management | Network and edge | 0% | 84 of 115 | 0% | 1 | under 10 labels · led by BlueCat Micetro at 15% | |
| Digital risk protection | Security operations | 0% | 86 of 86 | 100% | 1 | under 10 labels · led by UpGuard BreachSight at 22% | |
| Email security | Security operations | 0% | 49 of 76 | 0% | 1 | under 10 labels · led by Microsoft Defender for Office 365 at 32% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Endpoint detection and response | Security operations | 0% | 29 of 55 | 0% | 1 | under 10 labels · led by Microsoft Defender for Endpoint at 30% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| IT asset management | IT operations and endpoint | 0% | 55 of 82 | 0% | 1 | under 10 labels · led by Freshservice at 31% | newNew since September 2026: not ranked then, 0% now. |
| Microsoft 365 management | IT operations and endpoint | 0% | 91 of 149 | 0% | 1 | under 10 labels · led by CoreView at 20% | |
| Patch management | IT operations and endpoint | 0% | 34 of 85 | 0% | 1 | under 10 labels · led by ManageEngine Patch Manager Plus at 29% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Server virtualization platforms | Cloud and infrastructure | 0% | 45 of 78 | 0% | 1 | under 10 labels · led by Proxmox VE at 42% | |
| SOAR platforms | Security operations | 0% | 50 of 67 | 0% | 1 | under 10 labels · led by Tines at 41% | newNew since September 2026: not ranked then, 0% now. |
| Streaming platforms | Data platform | 0% | 45 of 98 | 0% | 1 | under 10 labels · led by Confluent Cloud at 39% | newNew since September 2026: not ranked then, 0% now. |
| Telemetry pipelines | IT operations and endpoint | 0% | 99 of 124 | 0% | 1 | under 10 labels · led by OpenTelemetry Collector at 37% | |
| Vector databases | Data platform | 0% | 37 of 44 | 0% | 1 | under 10 labels · led by pgvector at 35% | |
| Vulnerability management platforms | Security operations | 0% | 32 of 77 | 0% | 1 | under 10 labels · led by Rapid7 InsightVM 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 | 2 | 2 | 2 | 2 | 8 |
| GPT-5.4 mini | 3 | 2 | 2 | 0 | 7 |
| Gemini 3.5 Flash | 1 | 5 | 1 | 1 | 8 |
| Perplexity Sonar | 0 | 3 | 1 | 1 | 5 |
| Grok 4.20 | 3 | 4 | 2 | 3 | 12 |
| Mistral Small | 0 | 2 | 4 | 2 | 8 |
| DeepSeek V4 Flash | 0 | 4 | 4 | 2 | 10 |
| Llama 4 Maverick | 0 | 1 | 4 | 0 | 5 |
| Qwen 3.7 Flash | 1 | 7 | 2 | 2 | 12 |
| Kimi K2 | 2 | 2 | 4 | 2 | 10 |
| GLM 4.7 FlashX | 1 | 4 | 0 | 1 | 6 |
| MiniMax M2.5 | 2 | 3 | 2 | 1 | 8 |
| GPT-6 Luna | 1 | 3 | 2 | 1 | 7 |
| Muse Glimmer 30B | 1 | 5 | 2 | 2 | 10 |
Verbatim evidence the judge attached to positive labels.
“Choose Microsoft Teams if your company already pays for Microsoft 365. It is the most cohesive solution for internal projects.” Gemini 3.5 Flash · Video conferencing · comparative prompt · first choice
“Microsoft-centric shops: use Microsoft's microsegmentation capabilities if you already run a lot of Windows/Azure infrastructure” GPT-5.4 mini · Microsegmentation · budget prompt · first choice
“Microsoft Teams is the most economical choice because the free plan is included and you get built‑in integrations.” GLM 4.7 FlashX · Video conferencing · budget prompt · first choice
“For most mid-market B2B companies, Zoom and Microsoft Teams are the safest choices” Claude Haiku 4.5 · Video conferencing · direct 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.
“No end-to-end encryption for standard meetings” Kimi K2 · Video conferencing · negative prompt · hard negative
“Tools from Microsoft (e.g., Fairlearn) and Google: Similarly flagged in the review of 18 tools used by governments; 38% had problematic or ineffective techniques” Grok 4.20 · AI governance · negative prompt · soft negative
“While giants like Microsoft (Defender), SentinelOne, and CrowdStrike offer basic TI within their EDR/Endpoint products, relying *solely* on this module has risks” Qwen 3.7 Flash · Threat intel · negative prompt · soft negative
“"bundle threat intelligence into endpoint licenses you may already pay for. Check the contract before buying a threat intelligence platform."” Muse Glimmer 30B · Threat intel · 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 289 of the 335 answers that named Microsoft and are not a share of its labels.
597 of the 597 domain citations in answers naming Microsoft 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 |
|---|---|---|---|---|---|
| Glossary or explainer | 44 | undated | |||
| Comparison | 30 | undated | |||
| News or press | 27 | 10 | 2026-09-28 | ||
| Blog | 25 | 4 | 2026-09-24 | ||
| Case study | 12 | undated | |||
| Conference or event | 5 | undated | |||
| Template or tool | 2 | undated | |||
| Report or ebook | 1 | 0 | 2025-12-02 |
Every page 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's own pages state, read October 5, 2026: microsoft.com, microsoft.com/en-ca/dynamics-365/pricing-overview, trust.microsoft.com, microsoft.com/en-ca/dynamics-365/solutions/ai, microsoft.com/cs-cz/isv/marketplace. 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'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, 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 by email, built from the raw record of the edition. It shows:
Microsoft is among the products AI models recommend first in Video conferencing 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.