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. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
25%
Contested · Microsoft 365 14%
25Microsoft 365 Admin Center14Microsoft 36512AdminDroid49others
25% of first choices, contested.
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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
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
All twenty-eight head-to-head pages: the top eight products, each against each
CoreView vs Microsoft PurviewCoreView vs Syskit PointCoreView vs Microsoft 365 Admin CenterCoreView vs CIPPAdminDroid vs ManageEngine M365 Manager PlusAdminDroid vs BetterCloudAdminDroid vs Microsoft PurviewAdminDroid vs Syskit PointAdminDroid vs Microsoft 365 Admin CenterAdminDroid vs CIPPManageEngine M365 Manager Plus vs BetterCloudManageEngine M365 Manager Plus vs Microsoft PurviewManageEngine M365 Manager Plus vs Syskit PointManageEngine M365 Manager Plus vs Microsoft 365 Admin CenterManageEngine M365 Manager Plus vs CIPPBetterCloud vs Microsoft PurviewBetterCloud vs Syskit PointBetterCloud vs Microsoft 365 Admin CenterBetterCloud vs CIPPMicrosoft Purview vs Syskit PointMicrosoft Purview vs Microsoft 365 Admin CenterMicrosoft Purview vs CIPPSyskit Point vs Microsoft 365 Admin CenterSyskit Point vs CIPPMicrosoft 365 Admin Center vs CIPP
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
02
03
04
05
06
07
08M09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Microsoft 365 Admin Center25%
02Microsoft 36514%
Microsoft 36514%03AdminDroid12%
AdminDroid12%04CIPP7%
CIPP7%05ManageEngine M365 Manager Plus5%
ManageEngine M365 Manager Plus5%06Syskit Point4%
Syskit Point4%07CoreView4%
CoreView4%08Veeam Data Cloud for Microsoft 3652%
Veeam Data Cloud for Microsoft 3652%09Microsoft 365 Lighthouse2%
10ShareGate2%
ShareGate2%11Microsoft Intune0%
Microsoft Intune0%12Microsoft Entra ID0%
Microsoft Entra ID0%13Microsoft Purview0%
Microsoft Purview0%14AvePoint Confidence Platform0%
AvePoint Confidence Platform0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, 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.
CoreView57%
13 of 23 labels negative · 8 of 14 models · 4 hard negative
“**Avoid** heavy enterprise platforms like **CoreView**, **Saviynt**, or **Microsoft 365 Lighthouse**” DeepSeek V4 Flash, direct prompt
Microsoft Intune25%
5 of 20 labels negative · 5 of 14 models · 1 hard negative
“**Avoid unless you have dedicated IT staff.**” DeepSeek V4 Flash, negative prompt
AvePoint Confidence Platform50%
5 of 10 labels negative · 4 of 14 models · 3 hard negative
“Why avoid? Designed for large-scale or MSP multi-tenant management, they're expensive ($10K–$20K+/year minimums, per-user fees)” Grok 4.1 Fast, negative prompt
CIPP28%
5 of 18 labels negative · 4 of 14 models · 2 hard negative
“MSP-only multi-tenant platforms such as CIPP and Augmentt, which are built for managed service providers handling multiple tenants rather than a single small business tenant.” Perplexity Sonar, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
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. 1045 links across 188 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · G258 answers · 104 citations · 13 models
48 answers · 48 citations · 12 models
vendor site · Microsoft42 answers · 146 citations · 12 models
vendor site · FitGap38 answers · 50 citations · 10 models
28 answers · 31 citations · 12 models
vendor site · Microsoft26 answers · 67 citations · 10 models
vendor site · AdminDroid23 answers · 46 citations · 10 models
vendor site · SourceForge23 answers · 23 citations · 9 models
21 answers · 29 citations · 10 models
21 answers · 26 citations · 10 models
vendor site · CoreView15 answers · 21 citations · 6 models
vendor site · AdminDroid13 answers · 14 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.
50 answers · 11 models
48 answers · 12 models
32 answers · 10 models
28 answers · 12 models
20 answers · 8 models
18 answers · 9 models
16 answers · 9 models
15 answers · 9 models
15 answers · 8 models
14 answers · 9 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 25%, Microsoft 365 14%, Microsoft 365 Lighthouse 2%, Microsoft Purview DLP 2% | 42% | 176 | 2,240,000 | 403,136 | ||||
| AdminDroid admindroid.com AdminDroid 12%, AdminDroid Office 365 / Microsoft 365 Reporter 2% | 14% | 75 | 590 | 8 | 9,943 | |||
| CIPP cipp.app | 7% | 37 | 4,400 | 1,060 | 1,336 | |||
| ManageEngine parent site ManageEngine M365 Manager Plus 5% | 5% | 64 | 8,100 | 675 | ||||
| Syskit Point syskit.com | 4% | 43 | 90 | 0 | 12,411 | 45 | 1 | |
| CoreView coreview.com | 4% | 110 | 1,600 | 22 | 12,834 | 30 | ||
| ShareGate sharegate.com ShareGate 2%, ShareGate Protect 2% | 4% | 58 | 2,900 | 121 | 8,630 | $224 | 120 | |
| Veeam veeam.com Veeam Data Cloud for Microsoft 365 2% | 2% | 31 | 14,800 | 2,474 | 86,318 company | $2,697 | 113 | |
| Orchestry orchestry.com | 2% | 34 | 260 | 4 | 1,300 | 6 | ||
| inforcer inforcer.com | 2% | 9 |
Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (g2.com, learn.microsoft.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
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 CenterExternal User Manager, Teams ManagerChangedPlannerCIPPno first choiceagainst: Automation Anywhere, AvePoint Cloud Management, BetterCloud, CoreView
Two alternatives
Microsoft Entra ID, Microsoft IntuneThree alternatives
BetterCloud, ManageEngine M365 Manager Plus, Microsoft 365 LighthouseSix alternatives
AvePoint Cloud Management, BetterCloud, Loop, To Do, Trello, Virto Kanban BoardFour alternatives
AdminDroid, ManageEngine M365 Manager Plus, Microsoft Intune, PlannerGPT-5.4 miniOrchestryMicrosoft 365, Microsoft Purview portalChangedMicrosoft 365 Admin Centeragainst: Microsoft 365 LighthouseMicrosoft 365 Admin Centeragainst: Business Premiumno first choiceagainst: Exchange Online admin features, Microsoft Entra ID, Microsoft Intune, Microsoft Purview compliance tools, Microsoft Teams Admin Center, Power Platform admin tools, SharePoint admin controls
Five alternatives
AdminDroid, Datto SaaS Protection, Microsoft 365 Lighthouse, Veeam Data Cloud for Microsoft 365, inforcerTwo alternatives
Microsoft 365 Admin Center, Microsoft Entra admin centerThree alternatives
Microsoft Entra admin center, Microsoft Intune admin center, PowerShell/Microsoft GraphOne alternative
Business Assist for Microsoft 365Gemini 3.5 FlashMicrosoft 365ShareGate ProtectChangedAdminDroidagainst: Microsoft 365 Admin Center, Microsoft Entra IDCIPPAdminDroid, Microsoft 365 Admin Centeragainst: CoreView, Quest On Demandagainst: Microsoft 365 Personal or Family, Microsoft Entra ID, Microsoft Intune, Microsoft Power Automate, Microsoft Purview, Power Apps, PowerShell for Microsoft 365
Seven alternatives
Adaxes, AdminDroid, CodeTwo Email Signatures 365, CoreView, Orchestry, ShareGate, Veeam Backup for Microsoft 365Two alternatives
Microsoft 365, OrchestrySeven alternatives
CIPP, CiraSync, ClickUp, Microsoft Lists, Microsoft Loop, Microsoft Planner & Tasks in Teams, monday serviceFour alternatives
AdminDroid, Microsoft 365, Microsoft 365 Admin Center, PowerShellFour alternatives
AvePoint Confidence Platform, Microsoft Power Automate, Veeam Data Cloud for Microsoft 365, gtools.proPerplexity SonarMicrosoft 365Microsoft Purview DLPChangedPlannerMicrosoft 365against: Microsoft 365no first choiceagainst: Augmentt, BetterCloud, CIPP, Dynamics 365
Two alternatives
Microsoft 365 Administration, Veeam Backup for Microsoft 365Two alternatives
AdminDroid, Syskit PointSeven alternatives
BetterCloud, Lists, Maester, Microsoft, Microsoft 365 Admin Center, To Do, Veeam Data Cloud for Microsoft 365One alternative
CIPPGrok 4.1 FastMicrosoft 365 Admin CenterMicrosoft 365 Admin CenterHeldMicrosoft 365 Admin Center, Microsoft 365 LighthouseMicrosoft 365 Admin Centeragainst: CIPP, ShareGate, SysKit, Veeam Data Cloud for Microsoft 365AdminDroid, ShareGateagainst: Admin Center, Lighthouseagainst: AvePoint Confidence Platform, BetterCloud, Copilot, CoreView, Exchange Admin, Microsoft Entra ID, ShareGate, Teams Admin
Four alternatives
ManageEngine ADAudit Plus or Endpoint Central, Microsoft 365 Lighthouse, Veeam Backup for Microsoft 365, sapio365Two alternatives
AdminDroid, Syskit PointThree alternatives
AvePoint Cloud Governance or Fly, ManageEngine M365 Manager Plus, Quadrotech NovaOne alternative
AdminDroidOne alternative
AvePoint Cloud GovernanceMistral SmallCoreView, Syskit Pointagainst: Microsoft 365 Admin Centerno first choiceChangedNative Microsoft 365 Admin Centeragainst: AvePoint Confidence PlatformAdminDroid, ENowno first choiceagainst: CIPP, CoreView, Microsoft 365 Lighthouse
Four alternatives
AdminDroid, CoreView, ShareGate, Veeam Data Cloud for Microsoft 365DeepSeek V4 FlashAdminDroidagainst: CoreView, Microsoft 365 Lighthouse, SaviyntMicrosoft 365Changedagainst: AdminDroid, ShareGate, Syskit PointAdminDroid, Microsoft 365 Admin Centeragainst: CoreViewAdminDroidagainst: Syskit PointMicrosoft 365 Admin Centeragainst: AvePoint Confidence Platform, CoreView, Rencore Governance, Zenityagainst: AvePoint Confidence Platform, CoreView, Microsoft Configuration Manager, Microsoft Entra ID, Microsoft Intune, Microsoft Power Automate, Microsoft Purview, ShareGate
Five alternatives
CIPP, Microsoft 365, Nerdio, Syskit Point, Veeam Backup for Microsoft 365Three alternatives
Microsoft Entra ID, Microsoft Intune, Microsoft PurviewThree alternatives
Free PowerShell + Microsoft365DSC, ShareGate, Syskit PointTwo alternatives
ManageEngine M365 Manager Plus, Microsoft 365 Admin CenterFour alternatives
CIPP, Orchestry, ShareGate, Syskit PointLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashCoreView, Veeam Data Cloud for Microsoft 365against: Microsoft Admin CenterManageEngine M365 Manager PlusChangedMicrosoft Defender for Cloudagainst: ConnectWise, DattoExchange Admin Center, Microsoft Entra ID (formerly Azure AD) Admin CenterBarracuda M365 Admin Centeragainst: Kaseya, ManageEngine M365 Manager Plus, NinjaOne, O365 Admin Center Plusagainst: AdminDroid, ManageEngine M365 Manager Plus, Microsoft Intune, Microsoft Power Automate, Microsoft Purview, Power Apps, Power BI
Two alternatives
AdminDroid, ShareGateOne alternative
Microsoft PurviewFour alternatives
AvePoint Cloud Backup, Microsoft Intune, Microsoft Purview, NinjaOneThree alternatives
ManageEngine M365 Manager Plus, Microsoft Intune, Microsoft PowerShellOne alternative
Microsoft PurviewKimi K2CIPP, Microsoft 365Microsoft 365, Microsoft 365 Admin CenterChangedAdminDroidagainst: CoreView, Microsoft 365 Admin CenterCIPPAdminDroid, ManageEngine M365 Manager Plusagainst: CoreViewagainst: AdminDroid, Automation Anywhere, CoreView, Microsoft 365 E5, Microsoft PowerShell & Graph API Automation, Microsoft Purview Compliance & Records Management
Two alternatives
AdminDroid, CoreViewThree alternatives
AdminDroid, Microsoft Purview, Rencore GovernanceOne alternative
CIPPTwo alternatives
ManageEngine M365 Manager Plus, Microsoft 365 LighthouseThree alternatives
Microsoft 365 Admin Center, Microsoft Entra admin center, Veeam Data Cloud for Microsoft 365GLM 4.7 FlashXMicrosoft 365 Admin CenterSyncroChangedAdminDroidMicrosoft 365 Admin Centeragainst: CIPP, CoreView, Microsoft 365, Nerdio, Orchestry, Syncrono first choiceagainst: CIPP, Nerdio Manager, Syncro
Three alternatives
AdminDroid, ShareGate, Veeam Data Cloud for Microsoft 365Two alternatives
365 Multi-Tenant Manager for MSPs, Rencore GovernanceEight alternatives
AvePoint Confidence, CoreView, Microsoft 365 Admin Center, Microsoft Intune, ShareGate, Syskit Point, Veeam Data Cloud for Microsoft 365, inforcerTwo alternatives
Microsoft Intune, Syskit PointMiniMax M2.5AdminDroidSyskit PointChangedMicrosoft 365 Admin CenterMicrosoft 365 Admin Centeragainst: ManageEngine M365 Manager PlusMicrosoft 365 Lighthousenothing named
Two alternatives
ManageEngine M365 Manager Plus, ShareGateThree alternatives
CIPP, Microsoft 365 Admin Center, Microsoft Entra ID GovernanceThree alternatives
Microsoft Intune, Microsoft Planner, Microsoft Teams Admin CenterOne alternative
AdminDroid Free VersionThree alternatives
CoreView, Quest On Demand, ShareGateGPT-6 LunaMicrosoft 365 Admin CenterMicrosoft 365 Admin CenterHeldagainst: Syskit PointMicrosoft 365 Admin Centeragainst: CoreViewMicrosoft 365 Admin Centerno first choiceagainst: Microsoft Entra PowerShell, The old AzureAD and MSOnline PowerShell modules
Four alternatives
AdminDroid, Entra, Microsoft 365 Lighthouse, Microsoft IntuneTwo alternatives
Microsoft 365, Microsoft 365 LighthouseThree alternatives
AdminDroid, ManageEngine M365 Manager Plus, Microsoft IntuneOne alternative
AdminDroidMuse Glimmer 30BManageEngine M365 Manager PlusinforcerChangedAdminDroidAdminDroid Office 365 / Microsoft 365 Reporter, CIPP – CyberDrain Improved Partner Portalno first choiceagainst: AvePoint Confidence Platform, Entra ID Conditional Access, Microsoft Intune, Microsoft Purview, ShareGate
Two alternatives
AvePoint Elements, Microsoft 365 LighthouseThree alternatives
AdminDroid, Microsoft 365 Admin Center, OrchestryFive alternatives
AvePoint Confidence Platform, CoreView, ShareGate, Syskit Point, 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-04 23:51 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:06 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:37 | yes | 11 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:21 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:44 | yes | 19 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:36 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:48 | yes | 18 | 83 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:13 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:04 | yes | 9 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:01 | yes | 18 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:10 | yes | 21 | 63 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:44 | yes | 15 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:09 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:50 | yes | 18 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:52 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | yes | 10 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:23 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:57 | yes | 19 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:34 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:44 | yes | 20 | 62 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:05 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:52 | yes | 17 | 71 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:15 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:34 | yes | 25 | 133 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:54 | yes | 15 | 49 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:49 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:00 | yes | 19 | 33 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:19 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:51 | yes | 3 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:17 | yes | 26 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:55 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:58 | yes | 20 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:40 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:24 | yes | 21 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:39 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | yes | 18 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:51 | yes | 21 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:37 | yes | 10 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:21 | yes | 6 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:14 | yes | 21 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:12 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:49 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:30 | yes | 16 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:51 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:39 | yes | 19 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:59 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:35 | yes | 23 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:45 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:55 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:54 | yes | 18 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:02 | yes | 13 | 47 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:38 | yes | 9 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:20 | yes | 4 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:13 | yes | 22 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:24 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:27 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:24 | yes | 9 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:06 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:19 | yes | 19 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:41 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:45 | yes | 24 | 73 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:12 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:08 | yes | 21 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:25 | yes | 17 | 32 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:25 | yes | 5 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:11 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:16 | yes | 13 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:32 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:04 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:58 | yes | 31 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:49 | yes | 20 | 7 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:39 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:16 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:58 | yes | 23 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:40 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:23 | yes | 9 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:27 | yes | 23 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:23 | yes | 13 | 153 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:23 | yes | 12 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:11 | yes | 6 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:27 | yes | 22 | 34 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
AvePoint read as AvePoint Confidence Platform
Cloudfuze read as CloudFuze Manage
ManageEngine 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 Multi-Tenant Manager for MSPs (Hornetsecurity)
Adaxes
AdminDroid Free Version
AdminDroid Office 365 / Microsoft 365 Reporter
AvePoint Cloud Backup
AvePoint Cloud Governance or Fly (Migrate/Manage Suite)
AvePoint Confidence
Barracuda M365 Admin Center
Business Assist for Microsoft 365
CIPP – CyberDrain Improved Partner Portal
CiraSync
CodeTwo
CodeTwo Email Signatures 365
Copilot for Microsoft 365
Dynamics 365
ENow
Endpoint Manager
Entra ID Conditional Access
Exchange Admin
Exchange Online admin features
External User Manager
Free PowerShell + Microsoft365DSC (Open Source)
Lighthouse
Lists
Loop
M365 Business
ManageEngine ADAudit Plus or Endpoint Central
Microsoft 365 Admin Agent
Microsoft 365 Admin app
Microsoft 365 Personal or Family
Microsoft 365 admin centers
Microsoft 365 admin centre
Microsoft Entra ID (formerly Azure AD) Admin Center
Microsoft Graph Explorer
Microsoft Intune admin center
Microsoft Planner
Microsoft Planner & Tasks in Teams
Microsoft PowerShell
Microsoft PowerShell & Graph API Automation
Microsoft Purview Compliance & Records Management
Microsoft Purview compliance tools
Microsoft Purview portal
Microsoft-native admin center
Native PowerShell
O365 Admin Center Plus (by JetStream)
Partner/reseller support
Power Platform admin tools
PowerShell scripts
Project
SPDocKit
SharePoint admin controls
Smarter SaaS 365
Spinbackup
Teams Admin
Teams Manager
The old AzureAD and MSOnline PowerShell modules
Trello
TrioMDM
Virto Kanban Board
Windows Autopilot
Zivver
gtools.pro
security center
Discontinued, still offered
No shut-down product was recommended here.