Microsoft 365 management for small business buyers
Asked as “Microsoft 365 management tool”, and as “Microsoft 365 governance and administration tool”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
26%
Contested · AdminDroid 365 16%
26Microsoft 365 Admin Center16AdminDroid 36516Microsoft 36543others
26% of first choices, contested.
Since October 2026▲+1Since October 2026: 25% → 26%, +1 point. Inside the 11-point floor: within noise.Microsoft 365 Admin Center held the lead, +1 point on 25%, 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.
Small businessMicrosoft 365 Admin Center26%Contested▲+1Since October 2026: 25% → 26%, +1 point. Inside the 11-point floor: within noise.This pageMid-marketAdminDroid 36522%Contested↗new leaderNew leader since October 2026: AdminDroid 365 (22%) replaces CoreView ONE (22% then, 16% now), 6 points clear, inside the 11-point floor.Standing →EnterpriseCoreView ONE37%Contested▲+6Since October 2026: 31% → 37%, +6 points. Inside the 11-point floor: within noise.Standing →
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft 365 Admin Center26%7%41accepted challenger▲+1Since October 2026: 25% → 26%, +1 point. Inside the 11-point floor: within noise.25% → 26%
02AdminDroid 36516%7%42accepted challenger▲+2Since October 2026: 14% → 16%, +2 points. Inside the 11-point floor: within noise.14% → 16%
03
Microsoft 36516%5%22accepted challenger▲+2Since October 2026: 14% → 16%, +2 points. Inside the 11-point floor: within noise.14% → 16%
Microsoft 36516%5%22accepted challenger▲+2Since October 2026: 14% → 16%, +2 points. Inside the 11-point floor: within noise.14% → 16%04
Microsoft Purview7%27%15criticized challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%
Microsoft Purview7%27%15criticized challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%05
Microsoft Intune3%37%19criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
Microsoft Intune3%37%19criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%06CoreView ONE3%69%29criticized challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 11-point floor: within noise.4% → 3%
07
CIPP2%47%15criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%
CIPP2%47%15criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%08Microsoft 365 Lighthouse2%54%13criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the four products at 0%, ordered by negative rate
12
ShareGate0%41%29criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
ShareGate0%41%29criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Veeam Data Cloud for Microsoft 3650%27%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Veeam Data Cloud for Microsoft 3650%27%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Microsoft Entra ID0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Microsoft Entra ID0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
ManageEngine M365 Manager Plus0%7%27accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
ManageEngine M365 Manager Plus0%7%27accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 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.
For buyers
Head to head
AdminDroid 365 vs CoreView ONEAdminDroid 365 vs Microsoft 365 Admin CenterAdminDroid 365 vs Microsoft Purview
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.All twenty-eight head-to-head pages: the top eight products, each against each
AdminDroid 365 vs ManageEngine M365 Manager PlusAdminDroid 365 vs CIPPAdminDroid 365 vs Syskit PointAdminDroid 365 vs ShareGateCoreView ONE vs Microsoft 365 Admin CenterCoreView ONE vs Microsoft PurviewCoreView ONE vs ManageEngine M365 Manager PlusCoreView ONE vs CIPPCoreView ONE vs Syskit PointCoreView ONE vs ShareGateMicrosoft 365 Admin Center vs Microsoft PurviewMicrosoft 365 Admin Center vs ManageEngine M365 Manager PlusMicrosoft 365 Admin Center vs CIPPMicrosoft 365 Admin Center vs Syskit PointMicrosoft 365 Admin Center vs ShareGateMicrosoft Purview vs ManageEngine M365 Manager PlusMicrosoft Purview vs CIPPMicrosoft Purview vs Syskit PointMicrosoft Purview vs ShareGateManageEngine M365 Manager Plus vs CIPPManageEngine M365 Manager Plus vs Syskit PointManageEngine M365 Manager Plus vs ShareGateCIPP vs Syskit PointCIPP vs ShareGateSyskit Point vs ShareGate
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 →
M01
A02
030405C06
07M08
09101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Microsoft 365 Admin Center26%
02AdminDroid 36516%
03Microsoft 36516%
Microsoft 36516%04Microsoft Purview7%
Microsoft Purview7%05Microsoft Intune3%
Microsoft Intune3%06CoreView ONE3%
07CIPP2%
CIPP2%08Microsoft 365 Lighthouse2%
09ManageEngine M365 Manager Plus0%
ManageEngine M365 Manager Plus0%10Microsoft Entra ID0%
Microsoft Entra ID0%11Veeam Data Cloud for Microsoft 3650%
Veeam Data Cloud for Microsoft 3650%12ShareGate0%
ShareGate0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, 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, GPT-6 Luna 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.
CoreView ONE
69%
20 of 29 labels negative · 11 of 14 models · 8 hard negative
“Avoid if you lack dedicated IT staff: CoreView — Described as a "heavy enterprise platform" that requires significant expertise to manage properly” GLM 4.7 FlashX, negative prompt
ShareGate41%
12 of 29 labels negative · 7 of 14 models · 2 hard negative
“Avoid buying them as permanent management platforms unless there is an active migration” Perplexity Sonar, negative prompt
Microsoft Intune37%
7 of 19 labels negative · 7 of 14 models · 1 hard negative
“Avoid unless you have dedicated IT staff” DeepSeek V4 Flash, negative prompt
Microsoft 365 Lighthouse
54%
7 of 13 labels negative · 6 of 14 models · 3 hard negative
“Avoid These Heavy Enterprise Platforms ... this tool is unnecessary and adds needless complexity” DeepSeek V4 Flash, 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
76 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 142 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 · Microsoft59 answers · 369 citations · 12 models
vendor site · G241 answers · 63 citations · 11 models
vendor site · Microsoft37 answers · 76 citations · 13 models
22 answers · 26 citations · 11 models
publisher (Gane)22 answers · 23 citations · 10 models
vendor site · Guideflow21 answers · 21 citations · 10 models
vendor site · AdminDroid19 answers · 41 citations · 8 models
vendor site · CoreView13 answers · 16 citations · 7 models
vendor site · Microsoft12 answers · 15 citations · 8 models
12 answers · 12 citations · 8 models
10 answers · 13 citations · 6 models
10 answers · 12 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.
33 answers · 10 models
29 answers · 10 models
25 answers · 10 models
22 answers · 11 models
21 answers · 10 models
21 answers · 9 models
20 answers · 10 models
17 answers · 9 models
16 answers · 8 models
13 answers · 8 models
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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft 365 Admin Center 26%, Microsoft 365 16%, Microsoft Purview 7%, Microsoft Purview Suite for Microsoft 365 Business Premium 7% and 6 more | 67% | 514 | 2,240,000 | 403,136 | ||||
| AdminDroid 365 admindroid.com AdminDroid 365 16%, AdminDroid Free Version 2% | 17% | 93 | 9,943 | |||||
| CoreView ONE coreview.com | 3% | 112 | 12,834 | 30 | ||||
| Microsoft microsoft.com | 2% | 294 | 2,240,000 | 403,136 | 145,358,109 | $12,455 | 103 | 1 |
| Adaxes | 2% | |||||||
| Microsoft 365 Compliance Manager | 2% | |||||||
| Microsoft 365 Native Admin Portals | 2% | |||||||
| Microsoft Entra ID (Azure AD) Premium P1 | 2% | |||||||
| built-in Microsoft 365 Admin Center | 2% | |||||||
| CIPP cipp.app | 2% | 32 | 4,400 | 1,060 | 1,336 |
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, microsoft.com, reddit.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
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.
ShowHideModelDirect“What is the best Microsoft 365 management tool for a small B2B company?”Paraphrase“Which Microsoft 365 governance and administration tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top Microsoft 365 management tools for a small team and how do they differ?”Budget-constrained“What is the best Microsoft 365 management tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a Microsoft 365 management tool. What should we look at?”Negative“Which Microsoft 365 management tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Microsoft 365 Admin CenterMicrosoft 365 Compliance ManagerChangedMicrosoftMicrosoft 365 Admin Centerno first choiceagainst: Microsoft 365 Admin Center, Microsoft Purview DLP
Three alternatives
AdminDroid 365, ManageEngine M365 Manager Plus, Microsoft PlannerFour alternatives
Microsoft Entra ID, Microsoft Purview, SharePoint Admin Center, Teams Admin CenterFive alternatives
Microsoft 365 Admin Center, Microsoft Entra, Microsoft Intune, Microsoft Lists, Microsoft PlannerFour alternatives
ManageEngine ADManager Plus, Microsoft Entra ID, Netwrix Auditor, NinjaOneGPT-5.4 miniMicrosoft 365 Admin CenterMicrosoft 365 Admin CenterHeldMicrosoft 365 Admin Centerbuilt-in Microsoft 365 Admin Centeragainst: AvePoint Cense, LicenseMeterno first choiceagainst: Group Policy or PowerShell locally on devices, Microsoft Intune
One alternative
Microsoft 365 LighthouseTwo alternatives
Microsoft 365 Lighthouse, Microsoft PurviewEight alternatives
Exchange Admin Center, Microsoft 365 Lighthouse, Microsoft Defender for Cloud, Microsoft Defender portal, Microsoft Entra admin center, Microsoft Intune admin center, SharePoint Admin Center, Teams Admin CenterOne alternative
Microsoft 365Gemini 3.5 FlashMicrosoft 365 Native Admin PortalsMicrosoft 365Changedno first choiceAdminDroid 365against: CoreView ONE, ShareGateAdminDroid 365against: Active Directory Federation Services, Microsoft 365 Enterprise E5 / Security E5 Licensing, Microsoft Configuration Manager, Microsoft Purview, Microsoft Sentinel, Power Platform Center of Excellence (CoE) Starter Kit, Windows 365 Enterprise Cloud PCs
Four alternatives
AdminDroid 365, AvePoint Confidence Platform, CIPP, ManageEngine M365 Manager PlusTwo alternatives
ShareGate, Syskit PointSix alternatives
AdminDroid Office 365 Reporter, CIPP, ManageEngine M365 Manager Plus, Microsoft Entra ID, Native Microsoft 365 Admin Center, ShareGate ManagementFour alternatives
CIPP, ManageEngine M365 Manager Plus, Microsoft 365 Admin Center, Microsoft Graph PowerShell SDKOne alternative
DropsuitePerplexity SonarMicrosoft 365Microsoft 365 Admin CenterChangedagainst: Microsoft 365 LighthouseMicrosoft 365 Admin CenterMicrosoft 365against: AdminDroid 365, Business Premium, Datto, ShareGate, Veeam Data Cloud for Microsoft 365no first choiceagainst: AdminDroid 365, Automation Anywhere, AvePoint Cloud Management, BetterCloud, CoreView ONE, ManageEngine M365 Manager Plus, Microsoft 365 Family, Microsoft 365 Lighthouse, Quest On Demand Migration, ShareGate, Teams Manager
One alternative
Microsoft 365 Admin CenterThree alternatives
Microsoft Entra admin center, Microsoft Intune, Microsoft PurviewEight alternatives
Microsoft Defender for Cloud, Microsoft Entra ID, Microsoft Intune, Microsoft OneDrive, Microsoft Purview, Planner, SharePoint, TeamsGrok 4.20Microsoft 365 Admin Center, Microsoft Intune, Microsoft Purviewagainst: CoreView ONE, ShareGateMicrosoft PurviewChangedagainst: ShareGateAdminDroid 365, Microsoft 365 Admin Centeragainst: CIPP, CoreView ONE, ShareGateAdminDroid 365, Microsoft 365 Admin Centeragainst: CoreView ONEno first choiceagainst: AvePoint Confidence Platform, CoreView ONE, Microsoft 365 Lighthouse, Microsoft Entra ID, Microsoft Intune, Microsoft Purview, Saviynt, ShareGate
Two alternatives
AdminDroid 365, ManageEngine M365 Manager Plus or ADManager PlusFive alternatives
Microsoft 365 Admin Center, Microsoft Intune, Microsoft365DSC, Veeam Data Cloud for Microsoft 365, Zero Trust AssessmentTwo alternatives
ManageEngine M365 Manager Plus, Syskit PointTwo alternatives
ManageEngine M365 Manager Plus, PowerShell Scripts or Microsoft Graph APINine alternatives
AvePoint Confidence Platform, CoreView ONE, Cove Data Protection, ManageEngine M365 Manager Plus, Microsoft 365 Admin Center, Microsoft Intune, N-able N-central, Quest On Demand, SysTrackMistral SmallMicrosoft 365 Business Premium with CopilotMicrosoft Purview Suite for Microsoft 365 Business PremiumChangedMicrosoft Planneragainst: ManageEngine M365 Manager PlusCIPPCoreView ONEagainst: Microsoft 365 Admin Centeragainst: AvePoint Confidence Platform, ConnectWise Cloud Backup, CoreView ONE, Microsoft 365 Lighthouse, Microsoft Intune, Saviynt
Three alternatives
AdminDroid 365, ShareGate, Veeam Data Cloud for Microsoft 365Two alternatives
AdminDroid 365, ManageEngine M365 Manager PlusThree alternatives
AdminDroid 365, ShareGate, Veeam Data Cloud for Microsoft 365One alternative
Microsoft 365Five alternatives
M365 Manager Plus, Microsoft Entra ID, Microsoft Intune, PnP PowerShell, Syskit PointDeepSeek V4 FlashAdminDroid 365, Microsoft 365 Admin Centeragainst: CIPP, CoreView ONEMicrosoft Purview Suite for Microsoft 365 Business PremiumChangedagainst: built-in Microsoft 365 Admin CenterAdminDroid 365against: CoreView ONEAdminDroid 365AdminDroid 365against: CIPP, CoreView ONEagainst: AvePoint Confidence Platform, CoreView ONE, Microsoft 365 Lighthouse, Microsoft Entra ID Governance, Microsoft Intune, Saviynt, ShareGate, The Full Microsoft 365 Admin Center Ecosystem
Three alternatives
ManageEngine M365 Manager Plus, Microsoft 365, Syskit PointThree alternatives
ManageEngine M365 Manager Plus, Microsoft 365 Admin Center, ShareGateTwo alternatives
CIPP, ManageEngine M365 Manager PlusTwo alternatives
ManageEngine M365 Manager Plus, Native Microsoft 365 Admin CenterLlama 4 Maverickno first choiceMicrosoft Purview Suite for Microsoft 365 Business PremiumChangedno first choiceMicrosoft 365Microsoft 365against: CIPP, CoreView ONE, Veeam Data Cloud for Microsoft 365
One alternative
Microsoft 365 AdministrationQwen 3.7 FlashMicrosoftMicrosoft Entra ID (Azure AD) Premium P1ChangedAdminDroid 365, ManageEngine M365 Manager Plusagainst: Veeam Backup for Microsoft 365Microsoft Intuneagainst: Business StandardAdaxesagainst: Microsoft Defenderagainst: Barracuda, CrowdStrike, Microsoft Copilot, Microsoft Entra ID, Proofpoint, SentinelOne
Two alternatives
ManageEngine M365 Manager Plus, NinjaOneTwo alternatives
ManageEngine ADManager Plus, Microsoft PurviewFive alternatives
Intune Endpoint Manager, Microsoft 365 Admin Center, Microsoft Defender for Cloud, Microsoft Entra ID, ShareGateTwo alternatives
Microsoft 365, Microsoft 365 Admin CenterSix alternatives
Bitdefender Always-on Protection, Datto, ManageEngine ADSelfService Plus, NinjaOne, Syncro, Veeam Data Cloud for Microsoft 365Kimi K2Microsoft 365 LighthouseMicrosoft 365Changedagainst: Microsoft 365Microsoft 365 Admin CenterAdminDroid 365against: CoreView ONE, ShareGateAdminDroid 365against: CoreView ONEagainst: GoDaddy, Microsoft Intune, PowerShell
Three alternatives
AdminDroid 365, CoreView ONE, Hornetsecurity 365 Total ProtectionFour alternatives
AdminDroid 365, Datto SaaS Protection, ShareGate, Veeam Data Cloud for Microsoft 365One alternative
Microsoft 365 Admin CenterTwo alternatives
ManageEngine M365 Manager Plus, Microsoft 365 Admin CenterGLM 4.7 FlashXMicrosoft 365 Admin CenterMicrosoft 365, Microsoft Purview DLPChangedShareGateMicrosoft 365 Admin Centeragainst: CoreView ONE, ShareGateno first choiceagainst: AvePoint Confidence Platform, CoreView ONE, Datto SaaS Protection, Microsoft 365 Lighthouse, Saviynt, ShareGate, Veeam Data Cloud for Microsoft 365
Ten alternatives
AdminDroid 365, CIPP, CoreView ONE, Datto SaaS Protection, Nerdio Manager for MSP, Orchestry, ShareGate, Syncro, Veeam Data Cloud for Microsoft 365, inforcerTwo alternatives
AdminDroid 365, Microsoft Entra ID GovernanceFour alternatives
AdminDroid 365, Orchestry, Veeam Data Cloud for Microsoft 365, inforcerTwo alternatives
AdminDroid 365, ManageEngine M365 Manager PlusMiniMax M2.5Microsoft 365Microsoft 365 Admin Center, Microsoft PurviewChangedAdminDroid 365, Microsoft 365 Admin Centeragainst: CoreView ONEMicrosoft 365no first choiceagainst: Microsoft 365 Admin Center, Microsoft Defender for Cloud, Microsoft Power Automate, OneDrive Sync, SharePoint Online
Two alternatives
AdminDroid 365, ShareGateOne alternative
Microsoft 365One alternative
Syskit PointOne alternative
Microsoft 365 Apps for businessGPT-6 LunaMicrosoft 365 Admin CenterMicrosoft 365 Admin Center, Microsoft PurviewChangedagainst: Microsoft 365 LighthouseMicrosoft 365 Admin Centeragainst: CIPP, CoreView ONEMicrosoft's built-in admin centersMicrosoft's built-in admin centersagainst: CIPP, CoreView ONEagainst: Microsoft Entra, Microsoft Intune, Microsoft Purview, PowerShell, Graph scripts, and bulk changes
Four alternatives
AdminDroid 365, CIPP, Microsoft 365, Microsoft 365 LighthouseTwo alternatives
AdminDroid 365, ManageEngine M365 Manager PlusTwo alternatives
AdminDroid 365, CIPPTwo alternatives
AdminDroid 365, ManageEngine M365 Manager PlusMuse Glimmer 30BCoreView ONEMicrosoft Purview Suite for Microsoft 365 Business PremiumChangedAdminDroid 365against: CoreView ONEAdminDroid Free Version, Microsoft 365 Admin CenterAdminDroid 365, Microsoft 365 Admin Centeragainst: AdminDroid 365, AvePoint Cloud Governance, CIPP, Microsoft Defender for Cloud, Microsoft Entra Conditional Access, Microsoft Intune, Microsoft Purview, Orchestry, ShareGate, Veeam Data Cloud for Microsoft 365
Five alternatives
AdminDroid 365, AvePoint Confidence Platform, BetterCloud, ManageEngine M365 Manager Plus, ShareGateTwo alternatives
Microsoft Entra Entitlement Management / Entra ID Governance, Microsoft Entra ID Plan 1Four alternatives
BetterCloud, ManageEngine M365 Manager Plus, ShareGate, The Microsoft 365 admin centerThree alternatives
Easy365Manager, M365 Admin Tools – free utilities site, ManageEngine M365 Manager PlusSeven alternatives
Conecta Suite, Datto SaaS Protection, ManageEngine M365 Manager Plus, Najar, ShareGate, Torii, Veeam Data Cloud for Microsoft 365Bold 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.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:01 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:31 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:14 | yes | 5 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:19 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:22 | yes | 14 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:54 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:06 | yes | 23 | 43 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:05 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:15 | yes | 10 | 61 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:30 | yes | 25 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:05 | yes | 21 | 152 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:38 | yes | 5 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:14 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:36 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:12 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:11 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:25 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:33 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:51 | yes | 5 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:52 | yes | 20 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:48 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:44 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:13 | yes | 14 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:18 | yes | 19 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:47 | yes | 15 | 99 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:53 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:29 | yes | 18 | 38 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:27 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:11 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:43 | yes | 6 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:04 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:32 | yes | 18 | 29 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:51 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:47 | yes | 25 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:34 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:14 | yes | 9 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:28 | yes | 20 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:52 | yes | 21 | 184 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:22 | yes | 25 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:51 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:07 | yes | 22 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:08 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:49 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:03 | yes | 13 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:22 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:54 | yes | 25 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:34 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:19 | yes | 22 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:46 | yes | 5 | 46 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:27 | yes | 21 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:21 | yes | 25 | 103 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:04 | yes | 5 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:51 | yes | 3 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:11 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:25 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:19 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:11 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:58 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:09 | yes | 15 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:42 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:31 | yes | 22 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:42 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:01 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:03 | yes | 19 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:42 | yes | 22 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:43 | yes | 5 | 34 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:07 | yes | 7 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:38 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:51 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:07 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:49 | yes | 5 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:31 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:39 | yes | 10 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:07 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:29 | yes | 23 | 24 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:10 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:22 | yes | 23 | 99 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:07 | yes | 20 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:14 | yes | 24 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:18 | yes | 25 | 61 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:41 | yes | 5 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:44 | yes | 25 | 29 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 & Backup) read as AvePoint Confidence Platform
CoreView read as CoreView ONE
Nerdio read as Nerdio Manager for MSP
Quest read as Quest On Demand
Veeam read as Veeam Data Cloud for Microsoft 365
Unresolved, counted raw
Active Directory Federation Services (ADFS)
Adaxes
AdminDroid Office 365 Reporter
Advanced Graph Explorer
Ahooka/Backupify
AvePoint Cense
Bitdefender Always-on Protection
Business Standard
Colligo
CoreView free tool set
DCToolbox
Dynamics 365
GridlinesCData
Group Policy or PowerShell locally on devices
IDPowerToys
Intune Endpoint Manager
LicenseMeter
M365 Admin Tools – free utilities site
ManageEngine M365 Manager Plus or ADManager Plus
Microsoft 365 Business Basic or Standard
Microsoft 365 Compliance Manager
Microsoft 365 Enterprise E5 / Security E5 Licensing
Microsoft 365 Family
Microsoft 365 Native Admin Portals (via M365 Business Premium)
Microsoft 365 admin centers
Microsoft 365's core admin center
Microsoft Entra Entitlement Management / Entra ID Governance
Microsoft Entra ID (Azure AD) Premium P1
Microsoft Entra ID Plan 1
Microsoft Zero Trust Assessment Tool
Power Platform Center of Excellence (CoE) Starter Kit
PowerShell Scripts or Microsoft Graph API
PowerShell, Graph scripts, and bulk changes
Purview Compliance Portal
Secure AI Assistant for Microsoft 365
SharePoint Online
Solaas
Teams Manager
The Full Microsoft 365 Admin Center Ecosystem
Windows 365 Enterprise Cloud PCs
Zero Trust Assessment
Discontinued, still offered
No shut-down product was recommended here.