November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › IT › IT operations and endpoint › M365 management › Enterprise · November 2026 Edition

Microsoft 365 management for enterprise buyers

Asked as “Microsoft 365 management tool”, and as “Microsoft 365 governance and administration tool”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
37%
Contested · Microsoft Purview 12%
37CoreView ONE12Microsoft Purview10Microsoft 365 Admin Center41others

37% of first choices, contested.

Since October 2026▲+6Since October 2026: 31% → 37%, +6 points. Inside the 11-point floor: within noise.CoreView ONE held the lead, +6 points on 31%, inside the 11-point floor.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01CoreView ONE37%4%50endorsed leader▲+6Since October 2026: 31% → 37%, +6 points. Inside the 11-point floor: within noise.31% → 37%
02Microsoft Purview12%4%25accepted challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 11-point floor: within noise.7% → 12%
03Microsoft 365 Admin Center10%43%28criticized challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%
04Microsoft Intune8%9%22accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%
05AvePoint Confidence Platform6%7%28accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
06ManageEngine M365 Manager Plus4%12%25accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
07ShareGate2%20%30accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%
08AvePoint Cloud Management2%23%13accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Show the five products at 0%, ordered by negative rate
13Microsoft 365 Lighthouse0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12BetterCloud0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11Syskit Point0%7%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
09AdminDroid 3650%5%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10Rencore Governance0%0%11accepted challenger▼−11Since October 2026: 11% → 0%, −11 points. Past the 11-point floor: movement.11% → 0%

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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
C01
02
M03
04
05
06
07
A08
A09
10
11
12
M13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01CoreView ONE37%
02Microsoft Purview12%
03Microsoft 365 Admin Center10%
04Microsoft Intune8%
05AvePoint Confidence Platform6%
06ManageEngine M365 Manager Plus4%
07ShareGate2%
08AvePoint Cloud Management2%
09AdminDroid 3650%
10Rencore Governance0%
11Syskit Point0%
12BetterCloud0%
13Microsoft 365 Lighthouse0%

What they warned about

Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Microsoft 365 Admin Center
43%
12 of 28 labels negative · 8 of 14 models · 4 hard negative
“Sole reliance on the Microsoft 365 Admin Center / Exchange Admin Center / Security & Compliance Center GUI portals for enterprise-scale governance, provisioning, and off-boarding.” Muse Glimmer 30B, negative prompt
Microsoft 365 Lighthouse
42%
5 of 12 labels negative · 5 of 14 models · 1 hard negative
“limited scalability for complex environments, and is not suited for single large enterprise tenants” Grok 4.20, negative prompt
PowerShell
80%
4 of 5 labels negative · 4 of 14 models · 1 hard negative
“Unmanaged PowerShell-only automation without a unified, delegated, audited control plane.” Muse Glimmer 30B, negative prompt
ShareGate
20%
6 of 30 labels negative · 4 of 14 models
“ShareGate is also mentioned as having a lack of essential features, being expensive, and having a poor interface design” Llama 4 Maverick, negative prompt

What they cite

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.

Sites the answers cite

75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 941 links across 168 sites, every framing counted. Ranked by the number of answers carrying the site or page. 61 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.

vendor site · Microsoft58 answers · 266 citations · 12 models
vendor site · Microsoft43 answers · 116 citations · 13 models
vendor site · G234 answers · 49 citations · 12 models
30 answers · 30 citations · 10 models
vendor site · Guideflow28 answers · 28 citations · 10 models
vendor site · CoreView25 answers · 57 citations · 10 models
publisher (Gane)21 answers · 29 citations · 9 models
vendor site · Microsoft15 answers · 21 citations · 7 models
10 answers · 11 citations · 6 models
vendor site · ManageEngine9 answers · 12 citations · 7 models
9 answers · 12 citations · 6 models
vendor site · CloudFuze9 answers · 9 citations · 6 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

Search against answers

Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best microsoft 365 management tool”, “microsoft 365 management tool”, “microsoft 365 management tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 days
Microsoft parent site
Microsoft Purview 12%, Microsoft 365 Admin Center 10%, Microsoft Intune 8%, Microsoft Entra ID Governance 4% and 3 more
39%5142,240,000403,136
CoreView ONE coreview.com37%11212,83430
AvePoint Cloud Management avepoint.com
AvePoint Confidence Platform 6%, AvePoint Cloud Management 2%, AvePoint Cloud Governance 2%
10%515008,445$3342
ManageEngine parent site
ManageEngine M365 Manager Plus 4%
4%808,100675
ShareGate sharegate.com2%742,9001218,630$224120
Veeam veeam.com
Veeam Data Cloud for Microsoft 365 2%
2%2514,8002,47486,318 company$2,697113
Nerdio getnerdio.com
Nerdio Manager for MSP 2%
2%710,941$953
OpsPilot3652%
pmo3652%
AdminDroid 365 admindroid.com0%939,943

Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (g2.com, learn.microsoft.com, manageengine.com, microsoft.com). The first result for “best microsoft 365 management tool” is syskit.com.

How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHide
ModelDirect“What is the best Microsoft 365 management tool for an enterprise B2B company?”Paraphrase“Which Microsoft 365 governance and administration tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade Microsoft 365 management tools and how do they differ?”Budget-constrained“What is the best Microsoft 365 management tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a Microsoft 365 management tool. What should we look at?”Negative“Which Microsoft 365 management tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choice
Three alternativesMicrosoft Entra ID, Microsoft Intune, Microsoft Purview
CoreView ONEChanged
Three alternativesAvePoint Cloud Management, ManageEngine M365 Manager Plus, Microsoft Purview
against: The Microsoft 365 admin center
CoreView ONE
Five alternativesAdminDroid 365, AvePoint Cloud Management, BetterCloud, ShareGate, Syskit Point
Microsoft 365 Admin Center
Two alternativesEnterprise Agreements, ManageEngine M365 Manager Plus
no first choiceagainst: AvePoint Cloud Management, BetterCloud, Migration Manager
GPT-5.4 miniMicrosoft Intune
Two alternativesMicrosoft 365 Admin Center, Microsoft 365 Apps admin center
against: Microsoft Viva
Microsoft Entra ID GovernanceChanged
One alternativeMicrosoft Purview
against: Microsoft 365 Admin Center
Microsoft 365 Admin Center
Eight alternativesExchange Admin Center, Microsoft 365 Apps admin center, Microsoft Defender portal, Microsoft Entra admin/portal, Microsoft Intune, Microsoft Purview portal, SharePoint Admin Center, Teams Admin Center
Microsoft Intune
One alternativeIntune Suite
no first choiceagainst: Exchange Admin Center, Microsoft 365 Admin Center, Microsoft 365 Lighthouse, Microsoft Teams Admin Center, PowerShell, SharePoint Admin Center
Gemini 3.5 FlashCoreView ONE
Five alternativesAdminDroid 365, AvePoint Confidence Platform, Quest Software, Rencore Governance, Syskit Point
AvePoint Cloud GovernanceChanged
Four alternativesMicrosoft Entra ID Governance, Microsoft Purview, Rencore Governance, SharePoint Advanced Management
against: ShareGate
CoreView ONE
Five alternativesAdminDroid 365, AvePoint Confidence Platform, Cayosoft, ManageEngine M365 Manager Plus, Quest Software
against: M365 Admin Center, Microsoft Entra ID, Microsoft Purview DLP
ShareGate
Three alternativesAdminDroid 365, CoreView ONE, ManageEngine M365 Manager Plus
CoreView ONE
Three alternativesAvePoint Confidence Platform, Quest Software, Syskit Point
against: AzureAD, M365 Admin Center GUI, MSOnline
Perplexity SonarMicrosoft 365 E5
Six alternativesAvePoint Cloud Management, BetterCloud, CoreView ONE, ManageEngine M365 Manager Plus, Microsoft 365 Lighthouse, ShareGate
CoreView ONEChanged
Four alternativesAvePoint Cloud Management, Microsoft Entra ID, Microsoft Intune, Microsoft Purview
Entra, Microsoft 365 Admin Center, Microsoft Intune, Microsoft Purview DLP
Eight alternativesAdminDroid 365, AvePoint Cloud Management, BetterCloud, CoreView ONE, ManageEngine M365 Manager Plus, Microsoft 365 Lighthouse, Quest On Demand Migration, ShareGate
CoreView ONE
One alternativeAvePoint Confidence Platform
against: BetterCloud, Microsoft 365
no first choiceagainst: Microsoft 365 Lighthouse
Grok 4.20CoreView ONE
Two alternativesAdminDroid 365, AvePoint Confidence Platform
Microsoft PurviewChanged
Three alternativesAvePoint Confidence Platform, CoreView ONE, Orchestry
against: M365 Admin Center, Microsoft Entra ID Governance, ShareGate, SharePoint Advanced Management, Syskit Point
AvePoint Confidence Platform, CoreView ONE
Five alternativesAdminDroid 365, Orchestry, ShareGate, Syskit Point, Veeam Data Cloud for Microsoft 365
against: Microsoft Intune, Microsoft Purview DLP
Veeam Data Cloud for Microsoft 365
Two alternativesAvePoint Cloud Management, CoreView ONE
against: Microsoft's native tools
no first choiceagainst: InfoPath 2013, MSOnline PowerShell module, Microsoft 365 Lighthouse, Microsoft Stream, SharePoint 2013 Workflows, SharePoint Add-ins, SharePoint Designer 2013, Skype for Business Online
Mistral SmallCoreView ONE
Three alternativesMicrosoft Purview, Rencore Governance, ShareGate
CoreView ONEHeld
Five alternativesAvePoint Confidence Platform, Microsoft Purview, Orchestry, Rencore Governance, ShareGate
CoreView ONE
Three alternativesMicrosoft Purview, Rencore Governance, ShareGate
CoreView ONEagainst: AvePoint Confidence Platform, Microsoft 365 Admin Center, Microsoft Purview DLP, ShareGateAvePoint Confidence Platform
Three alternativesCoreView ONE, Microsoft Native Tools, Quest On Demand
against: ShareGate
against: AvePoint Cloud Management, ManageEngine M365 Manager Plus, Microsoft 365 Admin Center, ShareGate
DeepSeek V4 FlashCoreView ONE
Four alternativesAdminDroid 365, ManageEngine M365 Manager Plus, ShareGate, Veeam Data Cloud for Microsoft 365
against: Microsoft's own admin center
Microsoft PurviewChanged
Four alternativesAvePoint Cloud Governance, CoreView ONE, Microsoft 365 Admin Center, Microsoft Entra ID
AdminDroid 365, CoreView ONE
Four alternativesAvePoint Cloud Management, BetterCloud, CyberDrain Improved Partner Portal, ManageEngine M365 Manager Plus
against: Microsoft 365 Admin Center, Microsoft 365 Lighthouse, Microsoft Defender, Microsoft Entra admin center, Microsoft Graph PowerShell, Microsoft Intune
ManageEngine M365 Manager Plus
One alternativeCoreView ONE
against: AdminDroid 365
CoreView ONE
Four alternativesAdminDroid 365, AvePoint Confidence Platform, Rencore Governance, ShareGate
against: ManageEngine M365 Manager Plus
against: Azure AD Graph API, Entra ID dynamic groups, sensitivity labels, retention policies, Exchange Admin Center (EAC) "classic", MSOnline, Microsoft 365 Admin Center, Microsoft Defender XDR, PowerShell
Llama 4 MaverickCoreView ONE
Six alternativesAvePoint Confidence Platform, ManageEngine M365 Manager Plus, Microsoft Purview, Orchestry, Rencore Governance, ShareGate
no first choiceChangedCoreView ONE
Three alternativesMicrosoft Purview, Rencore Governance, ShareGate
no first choice
Three alternativesMicrosoft 365 E3, Microsoft 365 E5, Microsoft 365 E7
OpsPilot365
Two alternativesCoreView ONE, Microsoft Intune
against: AvePoint Confidence Platform, Microsoft 365 Admin Center, ShareGate
Qwen 3.7 FlashCoreView ONE
Four alternativesAvePoint Confidence Platform, Microsoft Intune, ShareGate, Veeam Backup for Microsoft 365
Microsoft Entra ID, Microsoft PurviewChanged
Four alternativesAvePoint Confidence Platform, Microsoft Intune, PowerShell, Tonic.ai
CoreView ONE
Three alternativesMicrosoft 365 Lighthouse, Microsoft Purview, Quest OnTrack
Microsoft 365 Admin Centerno first choiceagainst: Active Directory Connect, Desktop Deployment Center, IDCRL, Microsoft Entra ID, Project Online, SharePoint Online Workflow Design Tools
Kimi K2AvePoint Confidence Platform, CoreView ONE
Two alternativesShareGate, Syskit Point
against: BetterCloud
Microsoft PurviewChanged
Two alternativesCoreView ONE, ShareGate Protect
CoreView ONE
Three alternativesAvePoint Cloud Governance, Quest On Demand, Syskit Point
AvePoint Confidence Platformagainst: BetterCloud, CoreView ONECoreView ONE
Three alternativesAvePoint Cloud Governance, BetterCloud, Quest On Demand
against: Exchange Admin Center, Microsoft 365 Admin Center, Native Security & Compliance Center, PowerShell
GLM 4.7 FlashXMicrosoft Intune
Ten alternativesAdminDroid 365, AvePoint Confidence Platform, Backupify, CoreView ONE, Microsoft 365 Admin Center, Microsoft 365 Lighthouse, Microsoft Entra ID, Orchestry, ShareGate, Veeam Data Cloud for M365
CoreView ONE, Microsoft PurviewChangedCoreView ONE
Six alternativesAdminDroid 365, Enterprise Mobility + Security, Microsoft Intune, Microsoft Purview, Rencore Governance, ShareGate
Microsoft 365 Admin Center, Microsoft Intune
Five alternativesAdminDroid 365, AvePoint Cloud Management, Clobba Flex License Adoption, Easy365Manager, ManageEngine M365 Manager Plus
no first choiceagainst: Microsoft 365 Admin Center, Native PowerShell
MiniMax M2.5Microsoft 365 Admin Center
Six alternativesAdminDroid 365, ManageEngine M365 Manager Plus, Microsoft Intune, Microsoft Purview, ShareGate, Syskit Point
Microsoft Entra ID GovernanceChanged
Three alternativesMicrosoft 365 Admin Center, Microsoft Purview Compliance Manager, SharePoint Advanced Management
no first choice
Five alternativesAdminDroid 365, AvePoint Confidence Platform, Rencore Governance, ShareGate, Veeam Data Platform
pmo365
One alternativeMicrosoft 365
no first choiceagainst: Microsoft 365 Admin Center, Microsoft Purviewagainst: CoreView ONE, ManageEngine M365 Manager Plus, Microsoft 365 Admin Center, Saviynt
GPT-6 LunaCoreView ONE
Two alternativesAvePoint Confidence Platform, Microsoft's native admin centers
CoreView ONEHeld
One alternativeAvePoint Cloud Governance
CoreView ONE
Four alternativesAvePoint Confidence Platform, ManageEngine M365 Manager Plus, Quest On Demand, ShareGate Protect
against: Microsoft 365 Lighthouse
ManageEngine M365 Manager Plusno first choiceagainst: MSOnline, Microsoft Entra Connect Sync 1.x or retired 2.x versions, SharePoint Add-ins, SharePoint Designer 2013
Muse Glimmer 30BMicrosoft 365 Admin Center
Seven alternativesAdminDroid 365, AvePoint Confidence Platform, BetterCloud, CoreView ONE, ManageEngine M365, Microsoft 365 Lighthouse, ShareGate
Microsoft PurviewChanged
Two alternativesMicrosoft 365 Admin Center, Microsoft Entra ID Governance
CoreView ONE
Six alternativesAvePoint Confidence Platform, BetterCloud, ManageEngine M365 Manager Plus, Orchestry, Rencore Governance, ShareGate
Nerdio Manager for MSP
One alternativeModern Work
against: AvePoint Cloud Management
AvePoint Cloud Management
Two alternativesBetterCloud, Syskit Point
against: Exchange Admin Center, Microsoft 365 Admin Center, PowerShell, Security & Compliance Center
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 08:55no04 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 18:37yes44 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 14:52yes921 s
Direct recommendationPerplexity Sonarsonar2026-11-01 15:03yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:16yes1315 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 09:27yes53 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 16:39yes2324 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:18yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 18:18yes523 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:56yes1429 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:03yes2438 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 13:03yes1438 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 18:07yes314 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 16:22yes1423 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:36yes169 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 08:49yes45 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 14:12no017 s
ParaphrasePerplexity Sonarsonar2026-11-01 12:02yes103 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:14yes57 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 16:19yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 18:49yes1925 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:30yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 09:26no026 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:02yes1744 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:46yes19220 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 13:48yes1032 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 16:21yes215 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:15yes1324 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 08:46yes1010 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 14:38yes79 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:59yes724 s
ComparativePerplexity Sonarsonar2026-11-01 09:58yes105 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:14yes1015 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 08:48yes55 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 16:55yes2468 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:46yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 13:25yes1945 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 18:07yes2441 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:15yes2463 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 18:59yes1041 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 15:11yes625 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:46yes1646 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 15:15yes1510 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:40yes14 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:37yes622 s
Budget constrainedPerplexity Sonarsonar2026-11-01 14:51yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:29yes2011 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 12:08yes107 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 16:21yes2335 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:55yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 13:10yes542 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:22yes2459 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:32yes18101 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:12yes2252 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 09:36yes221 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:01yes1933 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 19:06yes1813 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 18:12yes39 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 14:54no021 s
Scale constrainedPerplexity Sonarsonar2026-11-01 17:06yes108 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:52yes915 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 10:51no012 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 11:36yes2439 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 08:45yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 19:10no030 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:09yes2343 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:27yes2367 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:00no024 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 14:47yes422 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 18:53yes1420 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 15:24yes1711 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:20no06 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:08no022 s
Negative framingPerplexity Sonarsonar2026-11-01 18:58yes105 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:25yes1510 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 16:26yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:55yes2540 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 13:22yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:26yes1052 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:15yes2378 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:43yes2538 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:29yes2276 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 13:54yes721 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:12yes1926 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

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Category-scoped readings
AdminDroid read as AdminDroid 365
AvePoint read as AvePoint Confidence Platform
AvePoint (Cloud Governance & Management Suite) read as AvePoint Confidence Platform
AvePoint (Cloud Governance / Policies & Insights) read as AvePoint Confidence Platform
AvePoint (Confidence Platform / Cloud Governance) read as AvePoint Confidence Platform
CoreView read as CoreView ONE
CoreView (CoreView ONE) read as CoreView ONE
ManageEngine read as ManageEngine M365 Manager Plus
ManageEngine (M365 Manager Plus) read as ManageEngine M365 Manager Plus
Quest read as Quest On Demand
Rencore read as Rencore Governance
Veeam read as Veeam Data Cloud for Microsoft 365
Unresolved, counted raw
365 Total Backup
Active Directory Connect (On-Premises Sync)
Chronom AI
Clobba Flex License Adoption
Desktop Deployment Center
Enterprise Agreements (EA)
Enterprise Mobility + Security (EMS)
Entra ID dynamic groups, sensitivity labels, retention policies
Exchange Admin Center (EAC) "classic"
Graph API / PowerShell
IDCRL (Identity Client Run Time Library)
InfoPath 2013
Intune Suite
M365 Admin Center GUI
ManageEngine M365
Microsoft 365 E7
Microsoft 365 Usage Analytics in Power BI
Microsoft Defender for 365
Microsoft Entra Connect Sync 1.x or retired 2.x versions
Microsoft Entra admin/portal
Microsoft Forms
Microsoft Project for the web
Microsoft Purview Compliance Manager
Microsoft's own admin center
Microsoft's own tools
Migration Manager
Modern Work
Native PowerShell (without governance)
Native Security & Compliance Center
OpsPilot365
Project Online
Quest OnTrack
Security & Compliance Center
SentryMDM
SharePoint 2013 Workflows
SharePoint Online Workflow Design Tools
Sherweb
Skype for Business Online
Subscription Management Hub
Teams Manager for Microsoft Te
Windows Autopilot
Workleap ShareGate
pmo365
Discontinued, still offered
No shut-down product was recommended here.
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