Index › IT › IT operations and endpoint › M365 management · November 2026 Edition

Microsoft 365 management

Asked as “Microsoft 365 management tool”, and as “Microsoft 365 governance and administration tool”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
22%
Contested · CoreView ONE 16%
22AdminDroid 36516CoreView ONE13Microsoft 365 Admin Center49others

22% of first choices, contested.

Since October 2026↗new leaderNew leader since October 2026: AdminDroid 365 (22%) replaces CoreView ONE (22% then, 16% now), 6 points clear, inside the 11-point floor.AdminDroid 365 leads at 22%, replacing CoreView ONE, which led at 22% and stands at 16% now: 6 points clear, inside the floor, so the swap reads as unsettled.

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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01AdminDroid 36522%0%34accepted challenger▲+6Since October 2026: 16% → 22%, +6 points. Inside the 11-point floor: within noise.16% → 22%
02CoreView ONE16%7%43accepted challenger▼−6Since October 2026: 22% → 16%, −6 points. Inside the 11-point floor: within noise.22% → 16%
03Microsoft 365 Admin Center13%21%34accepted challenger▲+9Since October 2026: 4% → 13%, +9 points. Inside the 11-point floor: within noise.4% → 13%
04Microsoft Purview9%15%20accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%
05ManageEngine M365 Manager Plus4%3%31accepted challenger▼−11Since October 2026: 15% → 4%, −11 points. Past the 11-point floor: movement.15% → 4%
06CIPP4%7%15accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
07Syskit Point4%12%16accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
08ShareGate2%9%22accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
09AvePoint Confidence Platform2%15%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
10BetterCloud2%7%14accepted challenger▼−9Since October 2026: 11% → 2%, −9 points. Inside the 11-point floor: within noise.11% → 2%
11Microsoft 365 Lighthouse2%10%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the two products at 0%, ordered by negative rate
13Microsoft Intune0%19%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12AvePoint Cloud Management0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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.
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 →
A01
C02
M03
04
05
06
07
08
09
10
M11
A12
13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01AdminDroid 36522%
02CoreView ONE16%
03Microsoft 365 Admin Center13%
04Microsoft Purview9%
05ManageEngine M365 Manager Plus4%
06CIPP4%
07Syskit Point4%
08ShareGate2%
09AvePoint Confidence Platform2%
10BetterCloud2%
11Microsoft 365 Lighthouse2%
12AvePoint Cloud Management0%
13Microsoft Intune0%

What they warned about

Two of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, 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
21%
7 of 34 labels negative · 7 of 14 models · 1 hard negative
“Avoid relying solely on the Microsoft 365 Admin Center or legacy identity tools.” Mistral Small, negative prompt
Azure AD Graph API
100%
4 of 4 labels negative · 4 of 14 models · 4 hard negative
“Microsoft began phasing out the Azure AD Graph API in September 2024 ... blocked from calling Azure AD Graph APIs” Muse Glimmer 30B, negative prompt
AzureAD
100%
4 of 4 labels negative · 4 of 14 models · 4 hard negative
“MSOnline, AzureAD, and AzureADPreview modules: These are deprecated (announced in 2023, with full deprecation by March 2024” Grok 4.20, negative prompt
Classic Exchange Admin Center
100%
4 of 4 labels negative · 4 of 14 models · 4 hard negative
“It was deprecated for worldwide customers in December 2022. Use the new Exchange Admin Center” GPT-6 Luna, 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

73 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. 887 links across 167 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 · Microsoft48 answers · 209 citations · 11 models
vendor site · Microsoft35 answers · 83 citations · 12 models
34 answers · 35 citations · 11 models
vendor site · G229 answers · 44 citations · 11 models
vendor site · Guideflow25 answers · 25 citations · 11 models
publisher (Gane)18 answers · 24 citations · 10 models
vendor site · AdminDroid17 answers · 33 citations · 10 models
vendor site · CoreView17 answers · 23 citations · 9 models
16 answers · 17 citations · 8 models
vendor site · AdminDroid14 answers · 15 citations · 10 models
vendor site · ManageEngine13 answers · 19 citations · 10 models
13 answers · 15 citations · 8 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 daysBest Google position
Microsoft parent site
Microsoft 365 Admin Center 13%, Microsoft Purview 9%, Microsoft 365 7%, Microsoft Purview DLP 4% and 7 more
40%5142,240,000403,136
AdminDroid 365 admindroid.com22%939,943
CoreView ONE coreview.com16%11212,83430
ManageEngine parent site
ManageEngine M365 Manager Plus 4%
4%808,100675
CIPP cipp.app4%324,4001,0601,336
Syskit Point syskit.com4%3690012,411451
ShareGate sharegate.com2%742,9001218,630$224120
AvePoint Cloud Management avepoint.com
AvePoint Confidence Platform 2%, AvePoint Cloud Management 0%, AvePoint Cloud Governance 0%
2%515008,445$3342
BetterCloud bettercloud.com2%1801,300826,677
Rencore Governance rencore.com2%171007160

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 a mid-market B2B company?”Paraphrase“Which Microsoft 365 governance and administration tool would you recommend to a mid-sized B2B company?”Comparative“What are the top Microsoft 365 management tools and how do they differ?”Budget-constrained“What is the best Microsoft 365 management tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a Microsoft 365 management tool. What should we look at?”Negative“Which Microsoft 365 management tools should I avoid or be cautious about?”
Claude Haiku 4.5ManageEngine M365 Manager Plus
Two alternativesBetterCloud, CoreView ONE
ManageEngine M365 Manager PlusHeld
Three alternativesAvePoint Confidence Platform, Microsoft 365 Admin Center, ShareGate
against: Syskit Point
no first choice
Five alternativesAvePoint Cloud Management, BetterCloud, CoreView ONE, ManageEngine M365 Manager Plus, Microsoft 365 Lighthouse
AdminDroid 365, Microsoft 365 Admin Center
One alternativeManageEngine M365 Manager Plus
no first choiceagainst: Microsoft 365 Admin Center, Microsoft Defender
GPT-5.4 miniMicrosoft 365
Four alternativesMicrosoft 365 Admin Center, Microsoft 365 Apps admin center, Microsoft 365 E3, Microsoft 365 E5
Microsoft 365 Admin CenterChanged
Two alternativesMicrosoft Purview, SharePoint Advanced Management
Microsoft 365 Admin Center
Four alternativesMicrosoft Defender portal, Microsoft Entra admin center, Microsoft Intune admin center, Microsoft Purview portal
Microsoft 365 Admin Center
One alternativeManageEngine M365 Manager Plus
against: Syskit Point
no first choiceagainst: Exchange Web Services, Legacy Azure AD PowerShell module, Windows PowerShell / older Exchange PowerShell approaches
Gemini 3.5 FlashCoreView ONE
Four alternativesAdminDroid 365, AvePoint Confidence Platform, BetterCloud, ManageEngine M365 Manager Plus
ShareGate ManagementChanged
Two alternativesAvePoint Cloud Governance, Syskit Point
against: Microsoft Entra ID, Microsoft Purview
CoreView ONE
Five alternativesAdminDroid 365, AvePoint Confidence Platform, ManageEngine M365 Manager Plus, Quest Software, ShareGate
AdminDroid 365
Three alternativesCIPP, ManageEngine M365 Manager Plus, Microsoft Graph PowerShell SDK
CoreView ONE, ShareGate
Four alternativesAdminDroid 365, AvePoint Confidence Platform, ManageEngine M365 Manager Plus, Rencore Governance
against: M365 Admin Center
against: Azure AD Graph API, AzureAD, AzureADPreview, Classic Azure AD Portal, Classic Exchange Admin Center, MSOnline, Microsoft 365 Admin App for Mobile, Office 365 Security & Compliance Center, SharePointPnPPowerShellOnline, Skype for Business Online Connector
Perplexity SonarMicrosoft 365
Four alternativesBetterCloud, CoreView ONE, ManageEngine M365 Manager Plus, Microsoft 365 E3
Microsoft PurviewChanged
Five alternativesManageEngine M365 Manager Plus, Microsoft 365 Admin Center, Microsoft Entra ID Governance, Orchestry, Rencore Governance
Microsoft 365 Admin Center
Nine alternativesAdminDroid 365, AvePoint Cloud Management, CIPP, CoreView ONE, ManageEngine M365 Manager Plus, Microsoft 365 Lighthouse, Quest On Demand Migration, ShareGate, Veeam Data Cloud for Microsoft 365
Microsoft 365
Two alternativesBusiness Standard, Microsoft 365 Apps for business
against: Business Premium
no first choiceagainst: ManageEngine M365 Manager Plus, Microsoft 365 Lighthouse
Grok 4.20CoreView ONE
Four alternativesAdminDroid 365, AvePoint Confidence Platform, BetterCloud, ManageEngine M365 Manager Plus
against: Lighthouse, N-able
Microsoft PurviewChanged
Three alternativesMicrosoft Entra ID Governance, SharePoint Advanced Management, Teams Admin Center
against: AvePoint Confidence Platform, Orchestry, Power Platform CoE Starter Kit
Microsoft 365 Admin Center
Four alternativesMicrosoft Defender portal, Microsoft Entra admin center, Microsoft Graph PowerShell, Microsoft Intune
AdminDroid 365
Five alternativesCISA ScubaGear, CoreView's Free Tools Bundle, M365 Admin Tools, Maester, Microsoft365DSC
AdminDroid 365
Four alternativesAvePoint Confidence Platform, CoreView ONE, ManageEngine M365 Manager Plus, ShareGate
against: PowerShell
against: AD FS, AzureAD, AzureADPreview, MSOnline, Microsoft Intune
Mistral SmallMicrosoft 365 Business Premium with CopilotMicrosoft PurviewChanged
Two alternativesAvePoint Confidence Platform, CoreView ONE
no first choiceAdminDroid 365
Two alternativesCIPP, Microsoft Purview DLP
no first choiceagainst: Microsoft 365 Admin Center
DeepSeek V4 FlashSyskit Point
Three alternativesAdminDroid 365, CoreView ONE, ManageEngine M365 Manager Plus
against: AvePoint Cloud Management
Microsoft PurviewChanged
Three alternativesMicrosoft 365 Admin Center, Microsoft Entra ID Governance, ShareGate Protect
against: AvePoint Confidence Platform
no first choice
Seven alternativesAdminDroid 365, CIPP, CoreView ONE, ManageEngine M365 Manager Plus, Microsoft 365 Lighthouse, ShareGate, Syskit Point
AdminDroid 365, Microsoft 365 Admin Center
Three alternativesCIPP, ManageEngine M365 Manager Plus, SysClaw
against: CoreView ONE
no first choiceagainst: Azure AD Graph API, AzureAD, ConnectWise Cloud Backup, MSOnline PowerShell module, The Microsoft 365 admin center
Llama 4 MaverickMicrosoft 365 Business Premium with CopilotMicrosoft Purview Suite for Microsoft 365 Business PremiumChanged
One alternativeSolutions2Share's Microsoft 365 & Teams Governance Software
no first choiceAdminDroid 365
Three alternativesCIPP, CoreView ONE, Nerdio Manager for MSP
against: Microsoft Intune, Partner Center
no first choiceagainst: AvePoint Confidence Platform, CoreView ONE, Microsoft Entra ID, Microsoft Intune, Microsoft Purview, ShareGate
Qwen 3.7 FlashCoreView ONE
Three alternativesAdminDroid 365, BetterCloud, Microsoft 365 Lighthouse
Microsoft PurviewChanged
One alternativeMicrosoft Intune
ShareGate
Six alternativesAvePoint Cloud Governance, BetterCloud, CoreView ONE, ManageEngine M365 Manager Plus, SkyKick, Veeam Backup for Microsoft 365
against: Defender portal, Microsoft 365 Admin Center
AdminDroid 365
Three alternativesCISA ScubaGear, Maester, Microsoft365DSC
no first choice
Four alternativesAvePoint Confidence Platform, BetterCloud, CoreView ONE, ManageEngine M365 Manager Plus
against: Microsoft Entra ID Governance, Microsoft Purview
against: Azure AD Graph API, Azure AD Module, Exchange Online V1 Module, Exchange Web Services, Get-CsDialPlan Cmdlet, MSOnline Module, Power Automate for Excel Add-in, RBAC Application Impersonation Role, Search-UnifiedAuditLog Cmdlet
Kimi K2AdminDroid 365, CoreView ONE
Two alternativesHornetsecurity 365 Total Protection, ManageEngine M365 Manager Plus
Microsoft Purview DLPChanged
Three alternativesAvePoint Cloud Governance, CoreView ONE, Veeam Data Cloud for Microsoft 365
no first choice
Eight alternativesAdminDroid 365, BetterCloud, CIPP, CoreView ONE, Microsoft 365 Admin Center, Microsoft 365 Lighthouse, Nerdio Manager for MSP, Syskit Point
CIPP, Microsoft 365 Lighthouse
One alternativeAdminDroid 365
AvePoint Confidence Platform, Veeam Backup for Microsoft 365
Three alternativesAdminDroid 365, Cayosoft, CoreView ONE
against: BetterCloud, Torii
against: Azure AD PowerShell, Classic Exchange Admin Center, InfoPath Forms Service, Legacy SharePoint PnP PowerShell, MSOnline (MSOL) PowerShell, Microsoft 365 Admin Center, Microsoft 365 Compliance Center, Office 365 Security & Compliance Center, PnP PowerShell, Revoke-SPOUserSession, SP.Utilities.Utility.SendEmail API, SharePoint Online Management Shell
GLM 4.7 FlashXAdminDroid 365
Two alternativesCoreView ONE, ManageEngine M365 Manager Plus
against: Microsoft 365 Admin Center
Rencore GovernanceChanged
Three alternativesMicrosoft Entra ID Governance, Microsoft Purview, Solutions2Share
against: Native M365 admin centers
no first choice
Sixteen alternativesAdminDroid 365, Backupify, CIPP, CoreView ONE, MSPControl, Microsoft 365 Admin Center, Microsoft 365 Backup, Microsoft 365 Lighthouse, Microsoft Defender for Cloud Apps, Microsoft Defender for Endpoint, Microsoft Entra ID, Microsoft Intune, Nira, ShareGate, SkyKick, Zluri
against: Microsoft Configuration Manager
AdminDroid 365, Microsoft 365 Admin Center, Syskit Point
Four alternativesCIPP, Microsoft 365, Microsoft Intune, ShareGate
no first choiceagainst: Classic Exchange Admin Center, MSOnline
MiniMax M2.5BetterCloud, CoreView ONE
Three alternativesAdminDroid 365, AvePoint Cloud Management, ShareGate
Microsoft 365Changed
Five alternativesMicrosoft 365 Admin Center, Microsoft 365 Enterprise E3/E5, Microsoft Entra ID, Microsoft Intune, Microsoft Purview
CoreView ONE, ShareGate
Two alternativesAdminDroid 365, AvePoint Confidence Platform
CIPP
One alternativeAdminDroid Free Version
against: Microsoft Native Tools
no first choiceagainst: CIPP, CoreView ONE, Microsoft 365 Admin Center, ShareGate
GPT-6 LunaCoreView ONE
Three alternativesAvePoint Confidence Platform, ManageEngine M365 Manager Plus, Microsoft's built-in admin tools
CoreView ONEHeld
Three alternativesAvePoint Cloud Governance, SharePoint Advanced Management, Syskit Point
CoreView ONE
Nine alternativesAdminDroid 365, CIPP, ManageEngine M365 Manager Plus, Microsoft 365 Admin Center, Microsoft 365 Lighthouse, Microsoft Entra admin center, Microsoft Intune, Microsoft Purview, PowerShell
Microsoft 365 Admin Center
Two alternativesAdminDroid 365, CIPP
no first choiceagainst: AzureAD, Classic Exchange Admin Center
Muse Glimmer 30BCoreView ONE
Four alternativesAvePoint Cloud Management, BetterCloud, ManageEngine M365 Manager Plus, ShareGate
Microsoft Purview DLPChanged
One alternativeMicrosoft Entra ID Governance
CoreView ONE
Seven alternativesAvePoint Cloud Management, AvePoint Confidence Platform, BetterCloud, ManageEngine M365 Manager Plus, Orchestry, Rencore Governance, ShareGate
AdminDroid 365, Microsoft 365 Admin Center
Two alternativesManageEngine M365 Manager Plus, Microsoft Purview
no first choiceagainst: Azure AD Graph API, Microsoft 365 Admin Center, Microsoft 365 Browser App Extension, Microsoft Entra ID
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 19:15yes107 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:20yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:52no015 s
Direct recommendationPerplexity Sonarsonar2026-11-01 12:10yes103 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 19:04yes1322 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 19:15yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 11:55yes2422 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:13yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 12:13yes1437 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 18:26yes2027 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:30yes2258 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:17yes19110 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 18:54yes515 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:42yes2328 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 10:22yes97 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:23yes35 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:35no016 s
ParaphrasePerplexity Sonarsonar2026-11-01 14:34yes103 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:46yes511 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 13:28yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 15:49yes2327 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 17:17yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:18yes522 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:28yes1822 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:27yes22122 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 13:42no077 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 08:51yes411 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 19:14yes1320 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 13:28yes107 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 13:18yes27 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:20no015 s
ComparativePerplexity Sonarsonar2026-11-01 09:19yes106 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:55yes1012 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 15:31yes55 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:03yes2442 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 17:25yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 15:31yes517 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 08:58yes2044 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 15:22yes1056 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:47yes2377 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 12:39yes1029 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:44yes2246 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 18:31yes189 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 15:47yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 19:15yes717 s
Budget constrainedPerplexity Sonarsonar2026-11-01 13:15yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 19:43yes1010 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 12:13yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 17:03yes2330 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 15:39yes94 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 18:05yes523 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 18:08yes2031 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 15:16yes2471 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 18:12yes1527 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 10:18yes310 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 14:44yes2322 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:56no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:13no07 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:31no019 s
Scale constrainedPerplexity Sonarsonar2026-11-01 15:15yes105 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:46yes1415 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 09:28no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 15:42yes2442 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:23yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 18:28yes1044 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:08no084 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 19:19yes2369 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:37yes540 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 16:20yes412 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 12:46no06 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:53yes2010 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 19:12yes56 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 16:27no019 s
Negative framingPerplexity Sonarsonar2026-11-01 12:15yes105 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:14yes1817 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 16:28yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 13:49yes2547 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:45yes105 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 13:25yes526 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 18:23yes2573 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:55yes1695 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:25yes1049 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 17:11yes414 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:57yes1227 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
AdminDroid Free Edition read as AdminDroid 365
AdminDroid Office 365 Reporting & Management read as AdminDroid 365
AdminDroid's Free Microsoft 365 Management Tool read as AdminDroid 365
AvePoint read as AvePoint Confidence Platform
AvePoint (Cloud Governance) read as AvePoint Confidence Platform
Cloudfuze read as CloudFuze Manage
CoreView read as CoreView ONE
Nerdio read as Nerdio Manager for MSP
Quest read as Quest On Demand
Quest (e.g., Quest On Demand) read as Quest On Demand
Veeam read as Veeam Data Cloud for Microsoft 365
Unresolved, counted raw
AD FS (Active Directory Federation Services)
Apple Declarative Device Management (DDM)
Azure AD Module
Azure AD PowerShell (AzureAD/AzureADPreview)
Business Standard
Cavelo
Classic Azure AD Portal
CloudMigrator
CoreView Free Tools
CoreView's Free Tools Bundle
Defender portal
EAC
Entra Connect Health
Entra admin center
Exchange Management Shell
Exchange Online V1 Module
Get-CsDialPlan Cmdlet (Teams)
InfoPath Forms Service
Intune-SCCM Co-management
Legacy Azure AD PowerShell module (`AzureAD`)
Legacy SharePoint PnP PowerShell
Lighthouse
MSOnline (MSOL) PowerShell
MSOnline Module (MSOL)
Microsoft 365 Admin App for Mobile
Microsoft 365 Browser App Extension
Microsoft 365 Enterprise E3/E5
Microsoft 365 Migration Service
Microsoft Graph
Microsoft Graph Explorer
Microsoft Purview Data Lifecycle Management
Microsoft Purview Data Lifecycle Management & Records Management
Microsoft's built-in admin tools
MicrosoftTeams
Modern Exchange Admin Center
Native M365 admin centers
Nira
Partner Center
PnP.PowerShell
Power Automate for Excel Add-in (AppSource)
Power Platform CoE Starter Kit
Promodag Reports
RBAC Application Impersonation Role (Mailbox Access)
Revoke-SPOUserSession
SP.Utilities.Utility.SendEmail API
SPFx
Sapio (formerly Easy365Manager)
Search-UnifiedAuditLog Cmdlet
SharePoint Online Management Shell
SharePointPnPPowerShellOnline
Skype for Business Online Connector
Solutions2Share
Solutions2Share's Microsoft 365 & Teams Governance Software
Sutherland (formerly MetaCompliance)
SysClaw
Windows PowerShell / older Exchange PowerShell approaches
Discontinued, still offered
No shut-down product was recommended here.
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