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. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
62%
Clear leader
62ServiceNow IT Asset Management11Flexera One IT Asset Management04Lansweeper23others
62% of first choices, clear leader.
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 twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All fifteen head-to-head pages: the top six products, each against each
Snipe-IT vs InvGate Asset ManagementSnipe-IT vs GLPIManageEngine AssetExplorer vs FreshserviceManageEngine AssetExplorer vs LansweeperManageEngine AssetExplorer vs InvGate Asset ManagementManageEngine AssetExplorer vs GLPIFreshservice vs LansweeperFreshservice vs InvGate Asset ManagementFreshservice vs GLPILansweeper vs InvGate Asset ManagementLansweeper vs GLPIInvGate Asset Management vs GLPI
One product takes 62% 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
Eight of twelve models held their first choice under the paraphrase. Grok 4.20, Llama 4 Maverick, Qwen 3.7 Flash and Kimi K2 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 Management26%
17 of 65 labels negative · 11 of 12 models · 1 hard negative
“Avoid: Per-user pricing models (like ServiceNow's base ITSM) for thousands of users, as costs become unpredictable” Kimi K2, budget prompt
Flexera One IT Asset Management15%
7 of 47 labels negative · 7 of 12 models · 1 hard negative
“weak on hardware asset management and CMDB-grade inventory ... Not a unified platform” Kimi K2, negative prompt
SolarWinds Service Desk60%
6 of 10 labels negative · 6 of 12 models · 3 hard negative
“Platforms to Avoid or Use with Caution ... SolarWinds IT Asset Management ... Best suited for: SMBs and mid-market organizations, not large enterprises” Kimi K2, negative prompt
Snipe-IT45%
5 of 11 labels negative · 5 of 12 models · 3 hard negative
“the source explicitly says it may not be suitable for large enterprises with complex infrastructure” Perplexity Sonar, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1046 links across 247 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Cloudaware48 answers · 75 citations · 11 models
vendor site · Virima39 answers · 56 citations · 11 models
32 answers · 34 citations · 10 models
29 answers · 65 citations · 10 models
vendor site · InvGate29 answers · 32 citations · 11 models
vendor site · Asset Panda20 answers · 21 citations · 8 models
vendor site · Guideflow20 answers · 21 citations · 9 models
vendor site · Flexera19 answers · 33 citations · 7 models
18 answers · 19 citations · 8 models
18 answers · 18 citations · 6 models
vendor site · EZO16 answers · 18 citations · 9 models
vendor site · G215 answers · 26 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.
38 answers · 11 models
31 answers · 11 models
27 answers · 10 models
21 answers · 10 models
18 answers · 10 models
17 answers · 6 models
17 answers · 8 models
15 answers · 7 models
15 answers · 8 models
15 answers · 7 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 62% | 62% | 128 | 135,000 | 13,451 | ||||
| Flexera flexera.com Flexera One IT Asset Management 11%, Snow Software 2% | 13% | 85 | 390 | 40 | 48,107 company | 31 | ||
| Lansweeper lansweeper.com | 4% | 127 | 5,400 | 152 | 29,325 | 41 | 5 | |
| ManageEngine parent site ManageEngine AssetExplorer 4% | 4% | 99 | 8,100 | 675 | ||||
| Oomnitza oomnitza.com | 4% | 9 | 1,000 | 22 | 563 | |||
| Virima virima.com | 2% | 4 | 110 | 4 | 4,204 | 4 | 9 | |
| Asset Panda assetpanda.com | 2% | 69 | 5,400 | 55 | 35,566 | 16 | ||
| Freshservice freshworks.com | 2% | 423 | 8,100 | 221 | 111,586 | $14,486 | 113 | |
| BlueTally bluetally.com | 2% | 19 | 390 | 0 | 615 | 0 | ||
| Microsoft parent site Microsoft Intune 2% | 2% | 386 | 2,240,000 | 403,136 |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (blog.invgate.com, g2.com, gartner.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 4.5ServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldServiceNow IT Asset ManagementAsset Pandaagainst: ServiceNow IT Asset Managementno first choiceagainst: Flexera One IT Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Management, SolarWinds Service Desk
Four alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Flexera One IT Asset Management, ManageEngine AssetExplorerFour alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerThree alternatives
AssetSonar, Flexera One IT Asset Management, InvGate Asset ManagementGPT-5.4 miniServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldagainst: Certero for Enterprise ITAMServiceNow IT Asset ManagementFlexera One IT Asset Management, ServiceNow IT Asset Managementagainst: iMaintno first choiceagainst: Flexera One IT Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Management
Two alternatives
Freshservice, Ivanti Neurons for ITAMTwo alternatives
Ivanti Neurons for ITAM, LansweeperFour alternatives
Device42, Flexera One IT Asset Management, Ivanti Neurons for ITAM, LansweeperOne alternative
Certero for Enterprise ITAMGemini 3.5 FlashServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldFlexera One IT Asset Management, ServiceNow IT Asset ManagementBlueTallyagainst: Jira Service Management, ServiceNow IT Asset ManagementOomnitzaagainst: ServiceNow IT Asset Managementagainst: AssetTiger, Broadcom CA Asset Portfolio Management, Flexera One IT Asset Management, Freshservice, Jira Service Management, OpenText Asset Management X, ServiceNow IT Asset Management, Snipe-IT
Three alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Jira Service Management AssetsThree alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, LansweeperFour alternatives
Ivanti Neurons for ITAM, Jira Service Management Assets, Lansweeper, USUFour alternatives
Asset Panda, InvGate Asset Management, Snipe-IT, TeamDynamixFour alternatives
Axonius, Flexera One IT Asset Management, Jira Service Management Assets, Snow SoftwarePerplexity SonarServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldServiceNow IT Asset ManagementMicrosoft Intuneagainst: ServiceNow IT Asset Managementno first choiceagainst: Asset Panda, Desk365, Lansweeper, Snipe-IT, SolarWinds Service Desk
Four alternatives
BMC Helix ITAM, Device42, Flexera One IT Asset Management, Snow SoftwareThree alternatives
Cloudaware, InvGate Asset Management, LansweeperSeven alternatives
BMC Helix ITAM, Device42, Flexera One IT Asset Management, Freshservice, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerGrok 4.20Flexera One IT Asset Management, ServiceNow IT Asset ManagementServiceNow IT Asset ManagementChangedFlexera One IT Asset Management, ServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: Flexera One IT Asset Managementno first choiceagainst: Desk365, Freshservice, IFS EAM, Lansweeper, ManageEngine AssetExplorer, Microsoft Configuration Manager, ServiceNow IT Asset Management, SolarWinds Service Desk
Four alternatives
Device42, Ivanti Neurons for ITAM, Lansweeper, Snow AtlasThree alternatives
Device42, Flexera One IT Asset Management, LansweeperThree alternatives
Device42, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Lansweeper, ManageEngine AssetExplorerMistral SmallServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: Ivanti Neurons for ITAM, VirimaServiceNow IT Asset Managementagainst: Snipe-ITagainst: OpenGov, ServiceNow IT Asset Management
Two alternatives
SmartSuite, VirimaThree alternatives
Cloudaware, OCS Inventory NG, PDQ InventoryFive alternatives
Cloudaware, Device42, Flexera One IT Asset Management, IBM Maximo, ManageEngine AssetExplorerSix alternatives
BMC Helix ITSM, Certero for Enterprise ITAM, Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, Snow SoftwareDeepSeek V4 FlashServiceNow IT Asset Managementagainst: ManageEngine AssetExplorerServiceNow IT Asset ManagementHeldFlexera One IT Asset Management, ServiceNow IT Asset ManagementLansweeperagainst: AssetTiger, ManageEngine AssetExplorer, ServiceNow IT Asset Management, Snipe-ITno first choiceagainst: Asset Panda, Lansweeper, Legacy CA Service Management / CA IT Asset Manager, ManageEngine AssetExplorer, ServiceNow IT Asset Management
Four alternatives
Device42, Flexera One IT Asset Management, Ivanti Neurons for ITAM, LansweeperThree alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, LansweeperSix alternatives
BMC Helix ITAM, Device42, IBM Maximo, Ivanti Neurons for ITAM, Lansweeper, VirimaOne alternative
Flexera One IT Asset ManagementLlama 4 MaverickServiceNow IT Asset ManagementManageEngine AssetExplorerChangedno first choiceVirimano first choiceagainst: Desk365
Two alternatives
Device42, LansweeperTwo alternatives
Asset Panda, ServiceNow IT Asset ManagementQwen 3.7 FlashFlexera One IT Asset Management, ServiceNow IT Asset ManagementLansweeper, ServiceNow IT Asset ManagementChangedServiceNow IT Asset Managementagainst: IBM Cloud Pak for AIOpsSnow Softwareagainst: ServiceNow IT Asset ManagementFlexera One IT Asset Management, ServiceNow IT Asset Managementagainst: Airtable, BMC Helix / Remedy, CA Spectrum, Excel, ServiceNow IT Asset Management, Snow License Manager, SolarWinds Service Desk
Four alternatives
IBM Maas360 with Workload Automation, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Device42, Jira Service ManagementFour alternatives
BMC Helix ITAM, Flexera One IT Asset Management, Lansweeper, Snow SoftwareThree alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, ManageEngine AssetExplorerThree alternatives
Device42, Ivanti Neurons for ITAM, LansweeperKimi K2FreshserviceServiceNow IT Asset ManagementChangedServiceNow IT Asset ManagementManageEngine AssetExploreragainst: ServiceNow IT Asset ManagementFlexera One IT Asset Management, Oomnitza, ServiceNow IT Asset Managementagainst: Snipe-ITagainst: Flexera One IT Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Management, SolarWinds Service Desk, Spiceworks Inventory
Four alternatives
Asset Panda, Cloudaware, ServiceNow IT Asset Management, SolarWinds Service DeskThree alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, LansweeperSeven alternatives
BMC Helix ITSM, Device42, Flexera One IT Asset Management, Freshservice, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerOne alternative
LansweeperOne alternative
LansweeperGLM 4.7 FlashXServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldServiceNow IT Asset ManagementServiceNow IT Asset Managementagainst: Flexera One IT Asset Managementno first choiceagainst: Eptura, ServiceNow IT Asset Management, SolarWinds Service Desk, VUEWorks
Five alternatives
BMC Helix Discovery, Cloudaware, Flexera One IT Asset Management, IBM Maximo, Ivanti Neurons for ITAMThree alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, ManageEngine AssetExplorerFour alternatives
Flexera One IT Asset Management, IBM Maximo, Ivanti ITSM, LansweeperTwo alternatives
ManageEngine AssetExplorer, NinjaOneMiniMax M2.5ServiceNow IT Asset ManagementServiceNow IT Asset ManagementHeldFlexera One IT Asset Management, ServiceNow IT Asset ManagementSolarWinds Service Deskagainst: Flexera One IT Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Managementno first choicenothing named
Four alternatives
Axonius, Device42, Flexera One IT Asset Management, LansweeperFive alternatives
Device42, GLPI, IBM Maximo, Lansweeper, SAP EAMThree alternatives
BMC Helix Discovery, Device42, ManageEngine AssetExplorerThree alternatives
Asset Panda, BlueTally, Snipe-ITBold 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.
Seventy-two 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 | 2026-09-17 11:22 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:37 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:17 | yes | 13 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 12:19 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:24 | yes | 33 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:05 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:24 | yes | 10 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:06 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:16 | yes | 10 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:56 | yes | 13 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:17 | yes | 25 | 109 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:08 | yes | 10 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:48 | no | 0 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:00 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:10 | yes | 5 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 10:36 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:23 | yes | 37 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:17 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:27 | yes | 10 | 12 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:32 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:14 | yes | 15 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:40 | yes | 13 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:24 | yes | 30 | 287 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:21 | yes | 10 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:35 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:31 | yes | 5 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:45 | yes | 26 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 11:26 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:10 | yes | 25 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:15 | yes | 13 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:42 | yes | 16 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:32 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:10 | no | 0 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:00 | yes | 19 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:29 | yes | 8 | 100 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:59 | yes | 25 | 65 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 14:03 | yes | 16 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:10 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:54 | yes | 32 | 38 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 10:57 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:05 | yes | 35 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:32 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:06 | yes | 20 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:36 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:04 | no | 0 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:51 | yes | 28 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:29 | yes | 14 | 74 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:17 | yes | 20 | 80 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:21 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:23 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:48 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 13:13 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:25 | yes | 18 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:44 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:04 | yes | 20 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:36 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:26 | yes | 10 | 60 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:15 | yes | 15 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:56 | yes | 15 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:36 | yes | 14 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:09 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:38 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:46 | yes | 28 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 12:22 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:44 | yes | 25 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:46 | yes | 17 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:54 | yes | 28 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:39 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:47 | yes | 19 | 59 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:34 | yes | 30 | 50 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:18 | yes | 28 | 84 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:01 | yes | 10 | 36 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
BMC read as BMC Helix ITAM
BMC Helix read as BMC Helix ITAM
Certero read as Certero for Enterprise ITAM
Flexera read as Flexera One IT Asset Management
Flexera (FlexNet Manager + IT Visibility) read as Flexera One IT Asset Management
Flexera (including Snow Software) read as Flexera One IT Asset Management
Flexera IT Asset Management read as Flexera One IT Asset Management
Flexera ONE (FlexNet Manager) read as Flexera One IT Asset Management
Flexera One read as Flexera One IT Asset Management
Flexera One (Flexera ITAM) read as Flexera One IT Asset Management
Flexera One (Incorporating Snow Software) read as Flexera One IT Asset Management
Flexera One (incl. Snow) read as Flexera One IT Asset Management
Flexera One (includes Snow Software post-2024 acquisition) read as Flexera One IT Asset Management
Flexera One (including 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 (Asset Management + Endpoint Management) read as Ivanti Neurons for ITAM
Ivanti Neurons read as Ivanti Neurons for ITAM
ManageEngine read as ManageEngine AssetExplorer
SCCM read as Microsoft Configuration Manager
ServiceNow read as ServiceNow IT Asset Management
ServiceNow (ITAM + CMDB) read as ServiceNow IT Asset Management
SolarWinds read as SolarWinds Service Desk
SolarWinds Service Desk + Asset Management read as SolarWinds Service Desk
Spiceworks read as Spiceworks Inventory
Spiceworks (Free Edition) read as Spiceworks Inventory
Unresolved, counted raw
Agentforce IT Service
Axonize
Broadcom CA Asset Portfolio Management
CA Spectrum
Cheqroom
Eptura (formerly Asset Panda)
FloQast
IBM Maas360 with Workload Automation
IFS EAM
Infraon Assets
Legacy CA Service Management / CA IT Asset Manager (Broadcom)
OpenGov (Enterprise Asset Management)
OpenText Asset Management X
RemoAsset
SAP EAM (Enterprise Asset Management)
Snow License Manager (SLM)
Teqtivity
VUEWorks
iMaint
Discontinued, still offered
No shut-down product was recommended here.