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. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
56%
Clear leader
56ServiceNow IT Asset Management11Flexera One IT Asset Management09InvGate Asset Management24others
56% of first choices, clear leader.
Since September 2026▼−5Since September 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.ServiceNow IT Asset Management held the lead, −5 points on 62%, 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-IT51%Clear leader▲+7Since September 2026: 41% → 48%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Freshservice31%Contested↗new leaderNew leader since September 2026: Freshservice (31%) replaces Snipe-IT (24% then, 24% now), 7 points clear, inside the 11-point floor.Standing →Enterprise
ServiceNow IT Asset Management56%Clear leader▼−5Since September 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Snipe-IT51%Clear leader▲+7Since September 2026: 41% → 48%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketFreshservice31%Contested↗new leaderNew leader since September 2026: Freshservice (31%) replaces Snipe-IT (24% then, 24% now), 7 points clear, inside the 11-point floor.Standing →EnterpriseServiceNow IT Asset Management56%Clear leader▼−5Since September 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01ServiceNow IT Asset Management56%25%73endorsed leader▼−5Since September 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.62% → 57%
ServiceNow IT Asset Management56%25%73endorsed leader▼−5Since September 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.62% → 57%02
Flexera One IT Asset Management11%13%53accepted challenger=heldSince September 2026: 11% → 11%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 11%
Flexera One IT Asset Management11%13%53accepted challenger=heldSince September 2026: 11% → 11%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 11%03
Lansweeper9%10%41accepted challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%
Lansweeper9%10%41accepted challenger▲+2Since September 2026: 4% → 7%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%04
InvGate Asset Management9%7%15accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 9%
InvGate Asset Management9%7%15accepted challenger▲+9Since September 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 9%05
Device422%17%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Device422%17%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%06
ManageEngine AssetExplorer2%27%22criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
ManageEngine AssetExplorer2%27%22criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%07Snipe-IT2%80%15criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Snipe-IT2%80%15criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the five products at 0%, ordered by negative rate
12
Asset Panda0%60%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Asset Panda0%60%10criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%11Freshservice0%38%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Freshservice0%38%13criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%10
BMC Helix ITAM0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
BMC Helix ITAM0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Ivanti Neurons for ITAM0%9%32accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Ivanti Neurons for ITAM0%9%32accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Snow Software0%8%12accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Snow Software0%8%12accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All fifteen head-to-head pages: the top six products, each against each
Freshservice vs InvGate Asset ManagementFreshservice vs SolarWinds Service DeskSnipe-IT vs LansweeperSnipe-IT vs ManageEngine AssetExplorerSnipe-IT vs InvGate Asset ManagementSnipe-IT vs SolarWinds Service DeskLansweeper vs ManageEngine AssetExplorerLansweeper vs InvGate Asset ManagementLansweeper vs SolarWinds Service DeskManageEngine AssetExplorer vs InvGate Asset ManagementManageEngine AssetExplorer vs SolarWinds Service DeskInvGate Asset Management vs SolarWinds Service Desk
One product takes 56% 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. Four 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. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Kimi K2 and GPT-6 Luna 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.
ServiceNow IT Asset Management25%
18 of 73 labels negative · 13 of 14 models · 2 hard negative
“not** recommended if cost predictability is a primary concern... Famously expensive with highly complex, unpublished pricing models.” Gemini 3.5 Flash, budget prompt
Snipe-IT80%
12 of 15 labels negative · 10 of 14 models · 8 hard negative
“the main candidates to avoid are tools like **Snipe-IT**... specifically described as not suitable for large enterprises with complex infrastructure” Perplexity Sonar, negative prompt
Asset Panda60%
6 of 10 labels negative · 6 of 14 models · 2 hard negative
“the main candidates to avoid are tools like **Snipe-IT**, **Asset Panda**-style lighter platforms” Perplexity Sonar, negative prompt
Flexera One IT Asset Management13%
7 of 53 labels negative · 6 of 14 models · 1 hard negative
“not** recommended if cost predictability is a primary concern... making budgeting highly variable.” Gemini 3.5 Flash, budget 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
78 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. 1191 links across 284 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 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 · Cloudaware41 answers · 53 citations · 12 models
vendor site · EZO32 answers · 49 citations · 10 models
vendor site · Virima30 answers · 41 citations · 10 models
vendor site · InvGate26 answers · 40 citations · 11 models
26 answers · 26 citations · 10 models
24 answers · 24 citations · 9 models
vendor site · Guideflow22 answers · 24 citations · 9 models
vendor site · Rework22 answers · 23 citations · 10 models
vendor site · Flexera21 answers · 34 citations · 8 models
19 answers · 20 citations · 10 models
18 answers · 21 citations · 9 models
vendor site · G217 answers · 36 citations · 10 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.
26 answers · 12 models
26 answers · 10 models
24 answers · 9 models
22 answers · 8 models
21 answers · 8 models
20 answers · 9 models
19 answers · 10 models
18 answers · 9 models
16 answers · 8 models
16 answers · 10 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 56% | 56% | 139 | 135,000 | 13,451 | ||||
| Flexera flexera.com Flexera One IT Asset Management 11%, Snow Software 0% | 11% | 78 | 390 | 40 | 48,107 company | 31 | ||
| Lansweeper lansweeper.com | 9% | 117 | 5,400 | 152 | 29,325 | 41 | 5 | |
| InvGate invgate.com InvGate Asset Management 9% | 9% | 51 | 90 | 2 | 174,187 company | $2,579 | 67 | 6 |
| Device42 device42.com | 2% | 118 | 1,600 | 33 | 5,360 | 0 | ||
| ManageEngine parent site ManageEngine AssetExplorer 2% | 2% | 104 | 8,100 | 675 | ||||
| Zylo zylo.com | 2% | 168 | 2,400 | 110 | 13,907 | $639 | 23 | |
| ServiceNow Hardware Asset Management + Software Asset Management | 2% | |||||||
| Teqtivity teqtivity.com | 2% | 1 | 2 | |||||
| GLPI glpi-project.org | 2% | 39 | 4,400 | 142 | 2,794 |
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, virima.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 choiceno first choiceHeldServiceNow IT Asset ManagementAteraagainst: ServiceNow IT Asset Managementno first choiceagainst: BlueTally, Freshservice, ManageEngine AssetExplorer, ServiceNow IT Asset Management, Snipe-IT, SolarWinds Service Desk, Syam Software
Six alternatives
Device42, Flexera One IT Asset Management, IBM Maximo, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerThree alternatives
Asset Panda, Firstbase, Flexera One IT Asset ManagementGPT-5.4 miniServiceNow IT Asset ManagementServiceNow Hardware Asset Management + Software Asset ManagementChangedFlexera One IT Asset Management, ServiceNow IT Asset ManagementFlexera One IT Asset Managementno first choiceagainst: Atera, Certero for Enterprise ITAM, Deel IT, Dots, Flexera One IT Asset Management, NinjaOne, ServiceNow IT Asset Management, Snow Atlas, TeamViewer
Two alternatives
Flexera One IT Asset Management, LansweeperTwo alternatives
Lansweeper, ManageEngine AssetExplorerOne alternative
Ivanti Neurons for ITAMGemini 3.5 FlashFlexera One IT Asset Management, ServiceNow IT Asset ManagementServiceNow IT Asset ManagementChangedServiceNow IT Asset ManagementTeqtivityagainst: Atera, Flexera One IT Asset Management, ServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: Asset Panda, AssetTiger, Broadcom, Cherwell Asset Management, Flexera One IT Asset Management, Legacy OpenText (formerly Micro Focus) ITAM Portfolios, ServiceNow SAM, Snipe-IT, Spiceworks Inventory
Five alternatives
Ivanti Neurons for ITAM, Jira Service Management (JSM) with "Assets", Lansweeper, Zluri, ZyloThree alternatives
Flexera One IT Asset Management, Freshworks Device42, LansweeperFour alternatives
Atlassian Jira Service Management (JSM) Assets, Flexera One IT Asset Management, Ivanti Neurons for ITAM, LansweeperTwo alternatives
InvGate Asset Management, Jira Service ManagementFour alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Oomnitza, Snow SoftwarePerplexity SonarServiceNow IT Asset ManagementLansweeper, ServiceNow IT Asset ManagementChangedFlexera One IT Asset Management, ServiceNow IT Asset Managementagainst: IBM MaximoServiceNow IT Asset Managementno first choiceagainst: Asset Panda, Desk365, Snipe-IT
Four alternatives
Device42, Flexera One IT Asset Management, Ivanti Neurons for ITAM, LansweeperOne alternative
BMC Helix Asset ManagementNine alternatives
Asset Panda, Device42, EZO, Freshservice, InvGate Asset Management, Ivanti Neurons for ITAM, Lansweeper, Setyl, Snipe-ITFour alternatives
BMC Helix ITAM, Flexera One IT Asset Management, Snow Atlas, Snow SoftwareGrok 4.1 FastServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldFlexera One IT Asset Management, ServiceNow IT Asset Managementagainst: Device42, Freshservice, ManageEngine AssetExplorerLansweeperagainst: ServiceNow IT Asset Managementno first choiceagainst: Asset Panda, BMC Atrium, CA Service Desk On-Prem, Device42, GLPI, Lansweeper, ManageEngine AssetExplorer, Ralph, ServiceNow IT Asset Management, Snipe-IT, SolarWinds SAM/ITAM, UpKeep
Five alternatives
Flexera One IT Asset Management, Freshservice, IFS, InvGate Asset Management, USUThree alternatives
Flexera One IT Asset Management, Lansweeper, Snow SoftwareThree alternatives
BMC Helix ITAM, Ivanti Neurons for ITAM, LansweeperThree alternatives
Flexera One IT Asset Management, InvGate Asset Management, Snow AtlasFive alternatives
Cloudaware, InvGate Asset Management, RemoAsset, ServiceNow IT Asset Management, VirimaMistral SmallFlexera One IT Asset Management, ServiceNow IT Asset Managementno first choiceChangedServiceNow IT Asset ManagementInvGate Asset Management, ServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: Asset Panda, Flexera One IT Asset Management, Freshservice, ManageEngine AssetExplorer, ServiceNow IT Asset Management
Three alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorerFour alternatives
BMC Helix CMDB, Flexera One IT Asset Management, IBM Maximo, Ivanti Neurons for ITAMOne alternative
FreshserviceFour alternatives
BMC Helix ITSM, Device42, Flexera One IT Asset Management, Ivanti Neurons for ITAMDeepSeek V4 FlashServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldagainst: LansweeperServiceNow IT Asset ManagementInvGate Asset Managementagainst: Flexera One IT Asset Management, ServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: BMC Remedy ITAM, CA/Broadcom ITAM, GLPI, Ivanti Neurons for ITAM, PDQ Inventory, ServiceNow IT Asset Management, Snipe-IT
Three alternatives
BMC Helix ITAM, Flexera One IT Asset Management, Ivanti Neurons for ITAMFour alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Oomnitza, Snow AtlasSix alternatives
BMC Helix ITAM, Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, Oomnitza, Snow SoftwareOne alternative
LansweeperFive alternatives
AssetSonar, Device42, Flexera One IT Asset Management, Freshservice, LansweeperLlama 4 Maverickno first choiceDevice42Changedno first choiceServiceNow IT Asset ManagementInvGate Asset Managementagainst: Desk365, Ivanti Neurons for ITAM, ServiceNow IT Asset Management
Two alternatives
InvGate Asset Management, SolarWinds Server Performance & Configuration BundleTwo alternatives
Oomnitza IT Asset Management Software, ServiceNow IT Asset ManagementQwen 3.7 FlashServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldServiceNow IT Asset ManagementManageEngine AssetExploreragainst: ServiceNow IT Asset Managementno first choiceagainst: Snipe-ITagainst: Desk365, Freshservice, Snipe-IT
Two alternatives
Ivanti Neurons for ITAM, ManageEngine AssetExplorerTwo alternatives
Lansweeper, ManageEngine AssetExplorerFour alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, ManageEngine AssetExplorer, Snow SoftwareTwo alternatives
Flexera One IT Asset Management, InvGate Asset ManagementFive alternatives
Asset Panda, Device42, Flexera One IT Asset Management, Lansweeper, ServiceNow IT Asset ManagementKimi K2Flexera One IT Asset Management, ServiceNow IT Asset Managementagainst: BMC Helix ITAMServiceNow IT Asset ManagementChangedno first choiceLansweeperagainst: Freshservice, Ivanti Neurons for ITAM, ServiceNow IT Asset ManagementFlexera One IT Asset Management, ServiceNow IT Asset Managementagainst: AssetCues, Snipe-ITagainst: Asset Panda, Flexera One IT Asset Management, ServiceNow IT Asset Management
One alternative
Ivanti Neurons for ITAMThree alternatives
BMC Helix ITAM, Flexera One IT Asset Management, LansweeperOne alternative
OomnitzaTwo alternatives
Lansweeper, xAssetsGLM 4.7 FlashXServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldno first choiceInvGate Asset Managementagainst: ServiceNow IT Asset Managementno first choiceagainst: AssetSonar, Atera, Flexera ITAM, InvGate Asset Management, Jamf, Lansweeper, ManageEngine AssetExplorer, NinjaOne, ServiceNow IT Asset Management, Setyl, Snipe-IT
Five alternatives
BMC Helix ITAM, Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, Snow SoftwareThree alternatives
Device42, Flexera One IT Asset Management, LansweeperSix alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset Management, Snow SoftwareTwo alternatives
Freshservice, NinjaOne ITAMMiniMax M2.5ServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldServiceNow IT Asset Managementagainst: Configuration Manager, Microsoft IntuneGLPI, Snipe-ITServiceNow IT Asset Management, Zyloagainst: Desk365, EZO, ServiceNow IT Asset Management, Snipe-IT
Four alternatives
BMC Helix ITAM, Jira Service Management, ManageEngine AssetExplorer, Micro FocusFour alternatives
Freshservice, Ivanti Neurons for ITAM, Microsoft Configuration Manager, Microsoft IntuneThree alternatives
BMC Helix ITSM, Ivanti Neurons for IT Asset Management, SAP Asset ManagementThree alternatives
InvGate Asset Management, Microsoft Intune, NinjaOne ITAMGPT-6 LunaServiceNow IT Asset ManagementLansweeperChangedagainst: Microsoft Intuneno first choiceInvGate Asset Managementagainst: ServiceNow IT Asset Managementno first choiceagainst: Ivanti HEAT Discovery, Lansweeper, ManageEngine AssetExplorer
Three alternatives
Flexera One IT Asset Management, Jira Service Management Assets, LansweeperTwo alternatives
Flexera One IT Asset Management, ServiceNow IT Asset ManagementOne alternative
LansweeperFour alternatives
Flexera One IT Asset Management, Jira Service Management Assets, Lansweeper, ServiceNow IT Asset ManagementMuse Glimmer 30BServiceNow IT Asset Managementagainst: Snipe-ITServiceNow IT Asset ManagementHeldFlexera One IT Asset Management, ServiceNow IT Asset ManagementLansweeperagainst: Flexera One IT Asset Management, ServiceNow IT Asset Management, Snow SoftwareFlexera One IT Asset Management, ServiceNow IT Asset Managementagainst: Asset Panda, Desk365, Snipe-IT
One alternative
IBM MaximoThree alternatives
Flexera One IT Asset Management, Lansweeper, Snow SoftwareOne alternative
Snow SoftwareTwo alternatives
Device42, LansweeperBold 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 | 2026-10-01 11:01 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:28 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:21 | yes | 10 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:37 | yes | 21 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:10 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:30 | yes | 19 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:14 | yes | 24 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:01 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:00 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:27 | yes | 20 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:56 | yes | 25 | 45 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:26 | yes | 11 | 34 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:31 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:48 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:41 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:00 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:19 | yes | 15 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 13:14 | yes | 21 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:48 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:49 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:34 | yes | 23 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:01 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:11 | yes | 12 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:50 | yes | 18 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:52 | yes | 15 | 79 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:24 | yes | 9 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:46 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:00 | yes | 15 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:35 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:49 | yes | 5 | 18 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:48 | yes | 27 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:30 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:10 | yes | 25 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:15 | yes | 18 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:45 | yes | 24 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:44 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:29 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:27 | yes | 17 | 65 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:53 | yes | 23 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:58 | yes | 25 | 47 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:02 | yes | 8 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:13 | yes | 14 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:44 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:45 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:22 | yes | 19 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:16 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:52 | yes | 20 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:11 | yes | 15 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:49 | yes | 24 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:58 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:30 | yes | 9 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:50 | yes | 20 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:50 | yes | 23 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:01 | yes | 19 | 53 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:57 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:36 | yes | 24 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:14 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:33 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:29 | yes | 12 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:45 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:24 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:52 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:49 | yes | 24 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:23 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:57 | yes | 10 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:20 | yes | 15 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:18 | yes | 14 | 16 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:56 | yes | 15 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:53 | yes | 6 | 39 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:04 | yes | 24 | 47 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:18 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:36 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:46 | yes | 19 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:54 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:17 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:56 | yes | 16 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:25 | yes | 25 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:11 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:38 | yes | 5 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:45 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:45 | yes | 24 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:30 | yes | 21 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:53 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:03 | yes | 21 | 35 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 read as BMC Helix ITAM
BMC Helix read as BMC Helix ITAM
Flexera read as Flexera One IT Asset Management
Flexera (OneTrust FlexNet Manager) read as Flexera One IT Asset Management
Flexera One read as Flexera One IT Asset Management
Flexera One (FlexNet Manager Suite) read as Flexera One IT Asset Management
Flexera One (with Snow Software) read as Flexera One IT Asset Management
Flexera One ITAM read as Flexera One IT Asset Management
InvGate read as InvGate Asset Management
Ivanti read as Ivanti Neurons for ITAM
Ivanti (Neurons / Endpoint Manager) read as Ivanti Neurons for ITAM
ManageEngine read as ManageEngine AssetExplorer
ManageEngine (AssetExplorer) read as ManageEngine AssetExplorer
ServiceNow read as ServiceNow IT Asset Management
ServiceNow (IT Asset Management Pro) read as ServiceNow IT Asset Management
ServiceNow (IT Asset Management module) read as ServiceNow IT Asset Management
Spiceworks read as Spiceworks Inventory
Unresolved, counted raw
Atlassian Jira Service Management (JSM) Assets
BMC Atrium
BMC Remedy ITAM
CA Service Desk On-Prem
CA/Broadcom ITAM
Cheqroom
Cherwell Asset Management (CAM)
Dots
F6S
Freshworks Device42
HCL OneITSM
IFS
Ivanti HEAT Discovery
Legacy OpenText (formerly Micro Focus) ITAM Portfolios
Oomnitza IT Asset Management Software
OpenText Asset Management
RemoAsset
SAP Asset Management
Scalable Software
ServiceNow Hardware Asset Management + Software Asset Management
SolarWinds SAM/ITAM
SolarWinds Server Performance & Configuration Bundle (SPCB)
Syam Software
Teqtivity
USU Software Asset Management
UpKeep
xAssets
Discontinued, still offered
No shut-down product was recommended here.