IT asset management for enterprise buyers
Asked as “IT asset management platform”, and as “hardware and software asset inventory tool”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
63%
Clear leader
63ServiceNow IT Asset Management08Flexera One IT Asset Management04NinjaOne25others
63% of first choices, clear leader.
Since October 2026▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.ServiceNow IT Asset Management held the lead, +7 points on 56%, 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 business
Snipe-IT46%Clear leader▼−5Since October 2026: 51% → 46%, −5 points. Inside the 11-point floor: within noise.Standing →Mid-marketSnipe-IT29%Contested↗new leaderNew leader since October 2026: Snipe-IT (29%) replaces Freshservice (31% then, 16% now), 13 points clear, past the 11-point floor.Standing →Enterprise
ServiceNow IT Asset Management63%Clear leader▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.This page
Snipe-IT46%Clear leader▼−5Since October 2026: 51% → 46%, −5 points. Inside the 11-point floor: within noise.Standing →Mid-marketSnipe-IT29%Contested↗new leaderNew leader since October 2026: Snipe-IT (29%) replaces Freshservice (31% then, 16% now), 13 points clear, past the 11-point floor.Standing →EnterpriseServiceNow IT Asset Management63%Clear leader▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01ServiceNow IT Asset Management63%19%73endorsed leader▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.56% → 63%
ServiceNow IT Asset Management63%19%73endorsed leader▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.56% → 63%02
Flexera One IT Asset Management8%13%63accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%
Flexera One IT Asset Management8%13%63accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%03
Lansweeper2%12%43accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%
Lansweeper2%12%43accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%04
ManageEngine AssetExplorer2%13%30accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
ManageEngine AssetExplorer2%13%30accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%05
InvGate Asset Management2%0%12accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%
InvGate Asset Management2%0%12accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 11-point floor: within noise.9% → 2%06
Freshservice2%28%25criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Freshservice2%28%25criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
12Snipe-IT0%87%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Snipe-IT0%87%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Asset Panda0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Asset Panda0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
IBM Maximo0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IBM Maximo0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Ivanti Neurons for ITAM0%14%37accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ivanti Neurons for ITAM0%14%37accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Snow Software0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Snow Software0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Device420%5%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Device420%5%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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 headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Snipe-IT vs ManageEngine AssetExplorerSnipe-IT vs GLPISnipe-IT vs Asset PandaSnipe-IT vs ServiceNow IT Asset ManagementLansweeper vs FreshserviceLansweeper vs InvGate Asset ManagementLansweeper vs ManageEngine AssetExplorerLansweeper vs GLPILansweeper vs Asset PandaLansweeper vs ServiceNow IT Asset ManagementFreshservice vs InvGate Asset ManagementFreshservice vs ManageEngine AssetExplorerFreshservice vs GLPIFreshservice vs Asset PandaFreshservice vs ServiceNow IT Asset ManagementInvGate Asset Management vs ManageEngine AssetExplorerInvGate Asset Management vs GLPIInvGate Asset Management vs Asset PandaInvGate Asset Management vs ServiceNow IT Asset ManagementManageEngine AssetExplorer vs GLPIManageEngine AssetExplorer vs Asset PandaManageEngine AssetExplorer vs ServiceNow IT Asset ManagementGLPI vs Asset PandaGLPI vs ServiceNow IT Asset ManagementAsset Panda vs ServiceNow IT Asset Management
One product takes 63% of first choices here, so the chart would put eleven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Kimi K2, 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.
Snipe-IT87%
13 of 15 labels negative · 11 of 14 models · 8 hard negative
“Platforms to Approach with Caution or Avoid for Large Enterprises ... Smaller or SMB-Focused SaaS Tools (e.g., Snipe-IT open-source/free versions” Grok 4.20, negative prompt
ServiceNow IT Asset Management19%
14 of 73 labels negative · 11 of 14 models
“user feedback on ServiceNow ITAM and Flexera One frequently notes implementation complexity, steep learning curves, and integration/reporting challenges at scale” GPT-5.4 mini, negative prompt
Flexera One IT Asset Management13%
8 of 63 labels negative · 7 of 14 models
“user feedback on ServiceNow ITAM and Flexera One frequently notes implementation complexity, steep learning curves, and integration/reporting challenges at scale” GPT-5.4 mini, negative prompt
Freshservice28%
7 of 25 labels negative · 6 of 14 models · 4 hard negative
“Reasons to avoid - Limited integrations - Scalability concerns - Higher-tier plans needed” Muse Glimmer 30B, 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
72 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. 839 links across 213 sites, every framing counted. Ranked by the number of answers carrying the site or page. 25 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.
25 answers · 25 citations · 9 models
vendor site · ServiceNow20 answers · 37 citations · 8 models
vendor site · G220 answers · 31 citations · 11 models
vendor site · Cloudaware19 answers · 25 citations · 11 models
vendor site · Rework19 answers · 19 citations · 9 models
vendor site · NinjaOne18 answers · 20 citations · 8 models
vendor site · Flexera17 answers · 28 citations · 8 models
15 answers · 18 citations · 7 models
vendor site · InvGate15 answers · 17 citations · 9 models
14 answers · 14 citations · 8 models
12 answers · 13 citations · 7 models
12 answers · 12 citations · 9 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.
25 answers · 9 models
19 answers · 9 models
14 answers · 8 models
12 answers · 7 models
11 answers · 7 models
11 answers · 7 models
11 answers · 6 models
11 answers · 8 models
10 answers · 5 models
10 answers · 5 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 it asset management platform”, “it asset management platform”, “it asset management platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| ServiceNow parent site ServiceNow IT Asset Management 63% | 63% | 128 | 135,000 | 13,451 | ||||
| Flexera flexera.com Flexera One IT Asset Management 8%, Snow Software 0% | 8% | 85 | 390 | 40 | 48,107 company | 31 | ||
| Setyl setyl.com | 4% | 25 | 140 | 3 | 155 | 0 | ||
| NinjaOne ninjaone.com | 4% | 258 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| Lansweeper lansweeper.com | 2% | 127 | 5,400 | 152 | 29,325 | 41 | 5 | |
| ManageEngine parent site ManageEngine AssetExplorer 2% | 2% | 99 | 8,100 | 675 | ||||
| InvGate invgate.com InvGate Asset Management 2% | 2% | 42 | 90 | 2 | 174,187 company | $2,579 | 67 | 6 |
| Freshservice freshworks.com | 2% | 423 | 8,100 | 221 | 111,586 | $14,486 | 113 | |
| Oomnitza oomnitza.com | 2% | 9 | 1,000 | 22 | 563 | |||
| Dell PC as a Service dell.com | 2% | 1 | 13,697,880 | $10,867 | 63 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (blog.invgate.com, g2.com, servicenow.com). The first result for “best it asset management platform” is assetmanagementforjira.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 IT asset management platform for an enterprise B2B company?”Paraphrase“Which hardware and software asset inventory tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade IT asset management platforms and how do they differ?”Budget-constrained“What is the best IT asset management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an IT asset management platform. What should we look at?”Negative“Which IT asset management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceMicrosoft Intune, ServiceNow IT Asset ManagementChangedServiceNow IT Asset ManagementServiceNow IT Asset Managementno first choiceagainst: Asset Panda, GLPI, OCS Inventory NG, Snipe-IT
Four alternatives
BMC Helix ITAM, Jamf, Qualys, TaniumFive alternatives
Asset Panda, Flexera One IT Asset Management, IBM Maximo, Ivanti Neurons for ITAM, ManageEngine AssetExplorerTwo alternatives
Asset Panda, Flexera One IT Asset ManagementGPT-5.4 miniServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldFlexera One IT Asset Management, ServiceNow IT Asset ManagementOomnitza, ServiceNow IT Asset Managementagainst: Certero for Enterprise ITAM, Ivanti Neurons for ITAM, ZENworksno first choiceagainst: Flexera One IT Asset Management, ServiceNow IT Asset Management
Two alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAMThree alternatives
FlexNet Manager, ServiceNow SAM, TaniumThree alternatives
Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerOne alternative
Flexera One IT Asset ManagementGemini 3.5 FlashFlexera One IT Asset Management, ServiceNow IT Asset Managementagainst: BMC Helix Asset ManagementServiceNow IT Asset ManagementChangedno first choiceFreshserviceagainst: Flexera One IT Asset Management, ServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: Asset Panda, CA Asset Management, Flexera One IT Asset Management, IBM Tivoli, Micro Focus, OpenText, ServiceNow SAM, Snipe-IT, Snow Software, Spiceworks Inventory
Three alternatives
Device42, Freshservice, Ivanti Neurons for ITAMFour alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, OomnitzaSix alternatives
BMC Helix Asset Management, Flexera One IT Asset Management, Freshservice, Ivanti Neurons for ITAM, ManageEngine AssetExplorer, ServiceNow IT Asset ManagementThree alternatives
Device42, Lansweeper, Matrix42Nine alternatives
AssetSonar, Firstbase, Hofy, Oomnitza, Productiv, Rippling ITAM, Snipe-IT, Torii, ZyloPerplexity SonarServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldServiceNow IT Asset Managementagainst: IBM MaximoManageEngine AssetExploreragainst: ServiceNow IT Asset Managementno first choiceagainst: Asset Panda, Device42, EZO, Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, Oracle, SAP, ServiceNow IT Asset Management, Snipe-IT
Five alternatives
Device42, Flexera One IT Asset Management, Freshservice, Lansweeper, ManageEngine AssetExplorerFour alternatives
Flexera One IT Asset Management, InvGate Asset Management, Ivanti Neurons for ITAM, LansweeperSix alternatives
Device42, Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, Snow AtlasOne alternative
CloudawareGrok 4.20ServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldagainst: Snipe-ITServiceNow IT Asset Managementagainst: Cherwell, Limble, ManageEngine AssetExplorer, SolarWinds Service Desk, UpKeepServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: Freshservice, HCL BigFix, ManageEngine AssetExplorer, Microsoft Configuration Manager, Microsoft Intune, NinjaOne, ServiceNow IT Asset Management (ITAM) Module, Snipe-IT, SolarWinds Service Desk
Five alternatives
Flexera One IT Asset Management, Freshservice, IBM Maximo or Asset Management Solutions, Ivanti Neurons for ITAM, ManageEngine AssetExplorer or ServiceDesk PlusFour alternatives
Axonius, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer or Endpoint CentralFour alternatives
Asset Panda, Flexera One IT Asset Management, Freshservice, IBM MaximoTwo alternatives
Flexera One IT Asset Management, InvGate Asset ManagementSix alternatives
Freshservice, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, NinjaOne, ZluriMistral SmallServiceNow IT Asset ManagementInvGate Asset Management, ServiceNow IT Asset ManagementChangedServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: Lansweeperno first choiceagainst: Freshservice, ServiceNow IT Asset Management, Snipe-IT
Three alternatives
Flexera One IT Asset Management, Freshservice, InvGate Asset ManagementThree alternatives
Axonius, Lansweeper, Microsoft IntuneSeven alternatives
Asset Panda, Cloudaware, Device42, Flexera One IT Asset Management, Freshworks, Ivanti Neurons for ITAM, ManageEngine AssetExplorerTwo alternatives
InvGate Asset Management, Snow SoftwareDeepSeek V4 FlashServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldFlexera One IT Asset Management, ServiceNow IT Asset Managementagainst: IBM MaximoServiceNow IT Asset Management, Setylagainst: Ivanti Neurons for ITAMno first choiceagainst: Asset Panda, Freshservice, ServiceNow IT Asset Managementagainst: Eracent, Flexera One IT Asset Management, Freshservice, ServiceNow IT Asset Management, Snipe-IT, Snow License Manager / Snow Software ITAM
Two alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAMTwo alternatives
Flexera One IT Asset Management, LansweeperFour alternatives
BMC Helix Discovery, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Flexera One IT Asset Management, NinjaOneLlama 4 MaverickServiceNow IT Asset ManagementSolarWinds Server & Application MonitorChangedno first choiceSetylZenAdminagainst: Freshservice, ServiceNow IT Asset Management, Snipe-IT
Three alternatives
Flexera One IT Asset Management, IBM Maximo, InvGate Asset ManagementFour alternatives
Flexera One IT Asset Management, InvGate Asset Management, Lansweeper, ServiceNow IT Asset ManagementThree alternatives
Asset Panda, Flexera One IT Asset Management, ServiceNow IT Asset ManagementTwo alternatives
ServiceNow IT Asset Management, sobriiQwen 3.7 FlashServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldServiceNow IT Asset Management, Snow SoftwareLansweeperagainst: ServiceNow IT Asset Managementno first choiceagainst: Airtable, BMC Helix / Remedy, Excel, Freshservice, GLPI, IBM Maximo, Lansweeper, ManageEngine AssetExplorer, Oracle Fusion, SAP, ServiceNow IT Asset Management, SimpleHelp, Snipe-IT, monday service
Four alternatives
Freshservice, IBM Engineering Lifecycle Optimization / IBM Maximo, ManageEngine AssetExplorer, Snow SoftwareThree alternatives
Flexera One IT Asset Management, Lansweeper, ManageEngine Endpoint CentralFour alternatives
BMC Helix Asset Manager, Flexera One IT Asset Management, IBM Asset Management, ManageEngine AssetExplorerTwo alternatives
Flexera One IT Asset Management, ManageEngine AssetExplorerKimi K2ServiceNow IT Asset ManagementFlexera One IT Asset Management, ServiceNow IT Asset ManagementChangedServiceNow IT Asset Managementagainst: CherwellNinjaOneno first choiceagainst: Excel or Google Sheets, Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ServiceNow IT Asset Management, Snipe-IT, Snow Software
Two alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAMOne alternative
LansweeperFive alternatives
BMC Helix ITAM, Flexera One IT Asset Management, IBM Maximo, Ivanti Neurons for ITAM, LansweeperFour alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset ManagementGLM 4.7 FlashXServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldFlexera One IT Asset Management, ServiceNow IT Asset ManagementNinjaOneagainst: ServiceNow IT Asset Managementno first choiceagainst: ALVAO Asset Management
Four alternatives
Flexera One IT Asset Management, Freshservice, Lansweeper, ManageEngine AssetExplorerSeven alternatives
Device42, Flexera One IT Asset Management, InvGate Asset Management, Lansweeper, ManageEngine AssetExplorer, Snipe-IT, SolarWinds Web Help DeskEight alternatives
BMC Helix Discovery, Freshservice, IBM Maximo, InvGate Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, SolarWinds Service DeskThree alternatives
Flexera One IT Asset Management, Freshservice, JumpCloud Platform PrimeMiniMax M2.5Flexera One IT Asset Management, ServiceNow IT Asset Managementno first choiceChangedagainst: Snipe-ITFlexera One IT Asset ManagementDell PC as a ServiceServiceNow IT Asset Managementagainst: Drata, Vantaagainst: Asset Panda, GoCodes, Lansweeper, Microsoft Intune, PDQ Deploy, ServiceNow IT Asset Management, Snipe-IT
Three alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorerEight alternatives
BMC Helix ITAM, IBM Maximo, IFS Enterprise Asset Management, SAP Enterprise Asset Management, ServiceNow IT Asset Management, ServiceNow SAM, Snow Software, USUFour alternatives
Flexera One IT Asset Management, ServiceNow IT Asset Management, Setyl, WorkwizeFour alternatives
Freshservice, InvGate Asset Management, OpenText Asset Management, SetylGPT-6 LunaServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldno first choiceManageEngine AssetExplorer Cloudno first choiceagainst: Flexera One IT Asset Management, Freshservice ITAM Classic, ServiceNow IT Asset Management, Symantec IT Management Suite 8.6 / Asset Management Suite 8.6
Three alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Jira Service Management AssetsTwo alternatives
Flexera One IT Asset Management, LansweeperSix alternatives
Flexera One IT Asset Management, IBM Maximo, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset ManagementTwo alternatives
Flexera One IT Asset Management, Jira Service Management AssetsMuse Glimmer 30BFlexera One IT Asset Management, ServiceNow IT Asset ManagementServiceNow IT Asset ManagementChangedagainst: Snipe-ITServiceNow IT Asset ManagementWasp AssetCloudagainst: Flexera One IT Asset Management, Ivanti Neurons for ITAM, Snowno first choiceagainst: Freshservice
One alternative
Ivanti Neurons for ITAMThree alternatives
Flexera One IT Asset Management, Lansweeper, ManageEngine AssetExplorerFive alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, Snow Atlas, Snow SoftwareTwo alternatives
ServiceNow IT Asset Management, SmartSuite SignatureFive alternatives
Device42, Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ServiceNow IT Asset ManagementBold 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 15:20 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:41 | yes | 1 | 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 17:24 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:49 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:12 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:04 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:14 | yes | 5 | 15 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 20 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:27 | yes | 15 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:28 | yes | 10 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:20 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:01 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:17 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:55 | yes | 5 | 5 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 13:27 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 19:17 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:06 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:27 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:05 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:08 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:04 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:28 | yes | 18 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:43 | yes | 15 | 120 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:58 | no | 0 | 12 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:22 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:23 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:45 | yes | 17 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | yes | 6 | 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 16:45 | yes | 5 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 19:28 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:07 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:56 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 25 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:38 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:42 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:54 | yes | 24 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:09 | yes | 14 | 106 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:25 | yes | 5 | 38 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:26 | yes | 7 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:29 | yes | 23 | 45 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:05 | yes | 19 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:19 | yes | 3 | 6 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 10:44 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:32 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:41 | yes | 20 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:43 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:15 | yes | 25 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:45 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:45 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:47 | yes | 17 | 116 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:54 | yes | 22 | 99 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:24 | yes | 10 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:35 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:36 | yes | 23 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:24 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:25 | no | 0 | 5 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 18:00 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:50 | yes | 10 | 12 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:43 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:01 | yes | 23 | 91 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:08 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:19 | yes | 10 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:05 | yes | 20 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:28 | yes | 15 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:04 | yes | 10 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:49 | yes | 2 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:25 | yes | 15 | 31 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:20 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:23 | yes | 4 | 7 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 18:28 | yes | 4 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:52 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:28 | yes | 14 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:32 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:03 | yes | 24 | 70 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:56 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:14 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 25 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:06 | yes | 21 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | yes | 15 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:55 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:27 | yes | 23 | 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
BMC Helix read as BMC Helix ITAM
Certero read as Certero for Enterprise ITAM
Flexera read as Flexera One IT Asset Management
Flexera (Flexera One) read as Flexera One IT Asset Management
Flexera (OneOps) read as Flexera One IT Asset Management
Flexera (OneTrust Flexera) read as Flexera One IT Asset Management
Flexera (incl. Snow) read as Flexera One IT Asset Management
Flexera IT Asset Management read as Flexera One IT Asset Management
Flexera One read as Flexera One IT Asset Management
Flexera One (formerly Snow License Manager) read as Flexera One IT Asset Management
Flexera One ITAM read as Flexera One IT Asset Management
IBM Maximo IT read as IBM Maximo
InvGate read as InvGate Asset Management
Ivanti read as Ivanti Neurons for ITAM
Ivanti Neurons read as Ivanti Neurons for ITAM
ManageEngine read as ManageEngine AssetExplorer
ManageEngine (AssetExplorer) read as ManageEngine AssetExplorer
ManageEngine (High Volume) read as ManageEngine AssetExplorer
ServiceNow read as ServiceNow IT Asset Management
ServiceNow (ITAM Pro) read as ServiceNow IT Asset Management
SolarWinds read as SolarWinds Service Desk
Spiceworks read as Spiceworks Inventory
Unresolved, counted raw
ALVAO Asset Management
BMC Helix Asset Manager
CA Asset Management
CA Asset Portfolio Management
Dell PC as a Service (PCaaS)
Excel or Google Sheets
FlexNet Manager
Freshservice ITAM Classic
Freshservice for Enterprise
IBM Asset Management
IBM Engineering Lifecycle Optimization / IBM Maximo
IBM Maximo or Asset Management Solutions
IFS Cloud
IFS Enterprise Asset Management
JumpCloud Platform Prime
Limble
ManageEngine AssetExplorer Cloud
ManageEngine AssetExplorer or Endpoint Central
OpenText Asset Management
Oracle Maintenance
Rippling ITAM
SAP EAM
SAP Enterprise Asset Management
ServiceNow IT Asset Management (ITAM) Module
Snow License Manager / Snow Software ITAM
Symantec IT Management Suite 8.6 / Asset Management Suite 8.6
ZENworks
Zecurit Asset Manager
eMaint
Discontinued, still offered
No shut-down product was recommended here.