IT asset management
Asked as “IT asset management platform”, and as “hardware and software asset inventory tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · Lansweeper 20%
29Snipe-IT20Lansweeper16Freshservice35others
29% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Snipe-IT (29%) replaces Freshservice (31% then, 16% now), 13 points clear, past the 11-point floor.Snipe-IT leads at 29%, replacing Freshservice, which led at 31% and stands at 16% now: 13 points clear, past the 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.This pageEnterprise
ServiceNow IT Asset Management63%Clear leader▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseServiceNow IT Asset Management63%Clear leader▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Snipe-IT29%13%45accepted challenger▲+4Since October 2026: 25% → 29%, +4 points. Inside the 11-point floor: within noise.25% → 29%
Snipe-IT29%13%45accepted challenger▲+4Since October 2026: 25% → 29%, +4 points. Inside the 11-point floor: within noise.25% → 29%02
Lansweeper20%12%52accepted challenger▲+6Since October 2026: 14% → 20%, +6 points. Inside the 11-point floor: within noise.14% → 20%
Lansweeper20%12%52accepted challenger▲+6Since October 2026: 14% → 20%, +6 points. Inside the 11-point floor: within noise.14% → 20%03
Freshservice16%13%45accepted challenger▼−15Since October 2026: 31% → 16%, −15 points. Past the 11-point floor: movement.31% → 16%
Freshservice16%13%45accepted challenger▼−15Since October 2026: 31% → 16%, −15 points. Past the 11-point floor: movement.31% → 16%04
InvGate Asset Management14%0%23accepted challenger▲+6Since October 2026: 8% → 14%, +6 points. Inside the 11-point floor: within noise.8% → 14%
InvGate Asset Management14%0%23accepted challenger▲+6Since October 2026: 8% → 14%, +6 points. Inside the 11-point floor: within noise.8% → 14%05
ManageEngine AssetExplorer8%7%43accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%
ManageEngine AssetExplorer8%7%43accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%06
GLPI4%7%14accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
GLPI4%7%14accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
Asset Panda2%14%22accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Asset Panda2%14%22accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08ServiceNow IT Asset Management2%52%44criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
ServiceNow IT Asset Management2%52%44criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
12
Flexera One IT Asset Management0%35%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Flexera One IT Asset Management0%35%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Ivanti Neurons for ITAM0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Ivanti Neurons for ITAM0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
NinjaOne0%7%14accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
NinjaOne0%7%14accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%10
Device420%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Device420%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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.
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
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Snipe-IT29%
Snipe-IT29%02Lansweeper20%
Lansweeper20%03Freshservice16%
Freshservice16%04InvGate Asset Management14%
InvGate Asset Management14%05ManageEngine AssetExplorer8%
ManageEngine AssetExplorer8%06GLPI4%
GLPI4%07Asset Panda2%
Asset Panda2%08ServiceNow IT Asset Management2%
ServiceNow IT Asset Management2%09Ivanti Neurons for ITAM0%
Ivanti Neurons for ITAM0%10Device420%
Device420%11NinjaOne0%
NinjaOne0%12Flexera One IT Asset Management0%
Flexera One IT Asset Management0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
ServiceNow IT Asset Management52%
23 of 44 labels negative · 12 of 14 models · 3 hard negative
“Multiple AI-driven reviews recommend avoiding ServiceNow unless you are a large enterprise with dedicated administrators and a substantial budget.” Mistral Small, negative prompt
Flexera One IT Asset Management35%
9 of 26 labels negative · 6 of 14 models · 2 hard negative
“Top-tier platforms like ServiceNow or Flexera are often too complex, costly, and resource-heavy for mid-market teams” Gemini 3.5 Flash, direct prompt
Lansweeper12%
6 of 52 labels negative · 6 of 14 models · 1 hard negative
“Extremely low Trustpilot rating (around 1.7/5 from dozens of reviews), with frequent complaints about useless or unresponsive support” Grok 4.20, negative prompt
Freshservice13%
6 of 45 labels negative · 6 of 14 models
“lists Freshservice as the best overall IT asset management software but notes explicit reasons to avoid for some buyers: Limited integrations, Scalability concerns” 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. 809 links across 214 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.
22 answers · 30 citations · 9 models
vendor site · InvGate21 answers · 24 citations · 11 models
vendor site · GoCodes18 answers · 18 citations · 9 models
vendor site · Virima17 answers · 23 citations · 7 models
vendor site · Rework17 answers · 19 citations · 8 models
16 answers · 25 citations · 7 models
16 answers · 18 citations · 9 models
vendor site · G215 answers · 31 citations · 7 models
15 answers · 15 citations · 9 models
14 answers · 24 citations · 8 models
vendor site · ServiceNow14 answers · 21 citations · 7 models
vendor site · Cloudaware12 answers · 14 citations · 7 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.
21 answers · 9 models
17 answers · 9 models
16 answers · 8 models
15 answers · 9 models
12 answers · 7 models
11 answers · 7 models
10 answers · 7 models
10 answers · 7 models
10 answers · 10 models
9 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 |
|---|---|---|---|---|---|---|---|---|
| Snipe-IT snipeitapp.com | 29% | 130 | 5,400 | 13,860 | 6,867 | |||
| Lansweeper lansweeper.com | 20% | 127 | 5,400 | 152 | 29,325 | 41 | 5 | |
| Freshworks freshworks.com Freshservice 16%, Freshworks 2% | 18% | 423 | 8,100 | 221 | 111,586 | $14,486 | 113 | |
| InvGate invgate.com InvGate Asset Management 14% | 14% | 42 | 90 | 2 | 174,187 company | $2,579 | 67 | 6 |
| ManageEngine parent site ManageEngine AssetExplorer 8%, ManageEngine ServiceDesk Plus 0%, ManageEngine Endpoint Central 0% | 8% | 244 | 8,100 | 675 | ||||
| GLPI glpi-project.org | 4% | 42 | 4,400 | 142 | 2,794 | |||
| Reftab reftab.com | 4% | 61 | 880 | 8 | 732 | 15 | ||
| Asset Panda assetpanda.com | 2% | 69 | 5,400 | 55 | 35,566 | 16 | ||
| ServiceNow parent site ServiceNow IT Asset Management 2% | 2% | 128 | 135,000 | 13,451 | ||||
| Ivanti parent site Ivanti Neurons for ITAM 0% | 0% | 53 | 9,900 | 636 |
Google's top ten for the three searches hold 23 sites; 6 of them are among the sites the models cited here (blog.invgate.com, capterra.com, g2.com, reddit.com, servicenow.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 a mid-market B2B company?”Paraphrase“Which hardware and software asset inventory tool would you recommend to a mid-sized B2B company?”Comparative“What are the top IT asset management platforms and how do they differ?”Budget-constrained“What is the best IT asset management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an IT asset management platform. What should we look at?”Negative“Which IT asset management platforms should I avoid or be cautious about?”
Claude Haiku 4.5FreshserviceSnipe-ITChangedServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: Asset Panda, ManageEngine AssetExplorer, ServiceNow IT Asset Management
Four alternatives
AssetSonar, InvGate Asset Management, ManageEngine AssetExplorer, Snipe-ITFour alternatives
ConnectWise Manage, Freshworks AssetIQ, Lansweeper, ManageEngine ServiceDesk PlusFive alternatives
Flexera One IT Asset Management, Freshservice, Lansweeper, ManageEngine AssetExplorer, ZluriTwo alternatives
InvGate Asset Management, ManageEngine AssetExplorerGPT-5.4 miniLansweeper, ServiceNow IT Asset ManagementLansweeperChangedServiceNow IT Asset ManagementSnipe-ITagainst: Freshservice, ServiceNow IT Asset Management, SolarWinds Service Deskno first choiceagainst: Atera, Flexera One IT Asset Management, IT Glue, Lansweeper, ServiceNow IT Asset Management
Three alternatives
AssetSonar, Flexera One IT Asset Management, FreshserviceThree alternatives
AssetSonar, ManageEngine AssetExplorer, ServiceNow Hardware Asset ManagementSix alternatives
Asset Panda, Flexera One IT Asset Management, Freshservice, Ivanti Neurons for ITAM, Lansweeper, ManageEngine ServiceDesk PlusOne alternative
GLPIGemini 3.5 FlashFreshserviceagainst: Flexera One IT Asset Management, ServiceNow IT Asset Management, Snipe-ITLansweeperChangedagainst: Flexera One IT Asset Management, ServiceNow IT Asset ManagementFlexera One IT Asset Management, ServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: ServiceNow IT Asset Managementagainst: Asset Panda, Broadcom, Flexera One IT Asset Management, Ivanti Neurons for ITAM, Jira Service Management, OpenText (formerly Micro Focus / HP) Asset Manager, ServiceNow IT Asset Management, Snipe-IT, Symantec, Zendesk
Five alternatives
AssetSonar, BlueTally, Lansweeper, ManageEngine AssetExplorer, SetylFive alternatives
Device42, Freshservice, ManageEngine AssetExplorer, ManageEngine Endpoint Central, Snipe-ITSeven alternatives
Freshservice, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, ServiceDesk Plus, Torii, ZyloThree alternatives
AssetTiger, BlueTally, GLPIPerplexity SonarFreshserviceagainst: ServiceNow IT Asset ManagementInvGate Asset ManagementChangedagainst: ServiceNow IT Asset ManagementServiceNow IT Asset ManagementSnipe-ITagainst: ServiceNow IT Asset Managementno first choiceagainst: Freshservice, IT Glue, Lansweeper, ServiceNow IT Asset Management, Snipe-IT, Zluri
Three alternatives
Asset Panda, Lansweeper, ManageEngine AssetExplorerFour alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorer, Snipe-ITNine alternatives
Device42, Flexera One IT Asset Management, Freshservice, GLPI, Ivanti Neurons for ITAM, Jamf, Lansweeper, ManageEngine AssetExplorer, Snipe-ITFour alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorer, ReftabGrok 4.20Freshserviceagainst: Flexera One IT Asset Management, IBM Maximo, ServiceNow IT Asset ManagementLansweeperChangedagainst: Axonius, Device42ServiceNow IT Asset ManagementSnipe-ITagainst: FreshserviceFreshserviceagainst: Asset Panda, GLPI, HxGN EAM, Lansweeper, Spiceworks Inventory, Zendesk
Three alternatives
Lansweeper, ManageEngine AssetExplorer, NinjaOneEight alternatives
Asset 365, Freshservice, GLPI, InvGate Asset Management, ManageEngine AssetExplorer, OCS Inventory NG, RiskWatch, Snipe-ITFour alternatives
Flexera One IT Asset Management, Freshservice, Ivanti Neurons for ITAM, LansweeperFour alternatives
AssetLoom, GLPI, ManageEngine AssetExplorer, ReftabSix alternatives
AssetSonar, Cloudeagle, Jira Service Management, ManageEngine ServiceDesk Plus, ServiceNow IT Asset Management, ToolSenseMistral SmallAsset Panda, InvGate Asset Managementno first choiceChangedno first choiceReftab, Snipe-ITno first choiceagainst: Freshservice, Lansweeper, ServiceNow IT Asset Management, Snipe-IT
Three alternatives
Device42, Lansweeper, ServiceNow IT Asset ManagementTwo alternatives
Asset Panda, ShelfDeepSeek V4 FlashManageEngine AssetExplorerLansweeperChangedServiceNow IT Asset ManagementSnipe-ITagainst: Flexera One IT Asset Management, ServiceNow IT Asset Managementno first choiceagainst: ServiceNow IT Asset Managementagainst: Flexera One IT Asset Management, GoCodes, Ivanti Asset Manager, Lansweeper, ServiceNow IT Asset Management
Four alternatives
Asset Panda, InvGate Asset Management, Lansweeper, NinjaOneTwo alternatives
ManageEngine AssetExplorer, Snipe-ITNine alternatives
Asset Panda, Device42, Flexera One IT Asset Management, Freshservice, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, Snipe-IT, Snow SoftwareTwo alternatives
GLPI, ReftabLlama 4 Maverickno first choiceInvGate Asset ManagementChangedno first choiceSnipe-ITno first choiceagainst: ServiceNow IT Asset Management, Snipe-IT
Four alternatives
Lansweeper, ManageEngine AssetExplorer, Snipe-IT, SolarWinds Service DeskTwo alternatives
Lansweeper, ShelfQwen 3.7 FlashFreshserviceagainst: ServiceNow IT Asset ManagementLansweeperChangedServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: ServiceNow IT Asset Managementagainst: Atera, Flexera One IT Asset Management, Lansweeper, NinjaOne, ServiceNow IT Asset Management, Snipe-IT, TeamViewer
Four alternatives
Jira Service Management, Lansweeper, ManageEngine AssetExplorer, Snipe-ITTwo alternatives
Device42, ManageEngine AssetExplorerFive alternatives
Asset Panda, BMC Helix / Remedy, Flexera One IT Asset Management, Freshservice, ManageEngine OpManagerTwo alternatives
Lansweeper, ManageEngine ServiceDesk PlusKimi K2FreshserviceLansweeper, ManageEngine AssetExplorerChangedServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: Esevel, Forescribe, ServiceNow IT Asset Management, Virima
Three alternatives
Asset Panda, Lansweeper, ManageEngine AssetExplorerThree alternatives
Freshservice, NinjaOne, Snipe-ITFour alternatives
Asset Panda, Freshservice, Ivanti Neurons for ITAM, ManageEngine AssetExplorerFour alternatives
Action1, Freshservice, GLPI, ReftabGLM 4.7 FlashXInvGate Asset Management, Lansweeper, ManageEngine AssetExplorerManageEngine AssetExplorerChangedServiceNow IT Asset ManagementGLPI, Snipe-ITno first choiceagainst: Freshservice, Oomnitza, SolarWinds Service Desk
Four alternatives
Asset Panda, Flexera One IT Asset Management, NinjaOne, ServiceNow IT Asset ManagementOne alternative
LansweeperNine alternatives
Flexera One IT Asset Management, Freshservice, GLPI, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, Snipe-IT, Snow Software, SolarWinds Service DeskFour alternatives
Asset Panda, Lansweeper, NinjaOne, ReftabMiniMax M2.5InvGate Asset ManagementLansweeperChangedServiceNow IT Asset ManagementReftab, Snipe-ITno first choicenothing named
Two alternatives
Asset Panda, FreshserviceThree alternatives
ManageEngine AssetExplorer, Paessler PRTG, Snipe-ITSeven alternatives
Device42, Flexera One IT Asset Management, Freshservice, InvGate Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Lansweeper, PulsewayGPT-6 LunaInvGate Asset ManagementLansweeperChangedFreshservice, Ivanti Neurons for ITAM, ServiceNow IT Asset ManagementSnipe-ITagainst: ManageEngine AssetExplorerno first choiceagainst: Ivanti Neurons for ITSM, ManageEngine AssetExplorer, ServiceNow IT Asset Management
Three alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Freshservice, ManageEngine AssetExplorerFour alternatives
Flexera One IT Asset Management, Jira Service Management Assets, Lansweeper, ManageEngine AssetExplorerOne alternative
GLPIMuse Glimmer 30BFreshservice, FreshworksInvGate Asset ManagementChangedagainst: Flexera One IT Asset Management, ServiceNow IT Asset ManagementIvanti Neurons for ITAM, ServiceNow IT Asset ManagementGLPI, Snipe-ITno first choiceagainst: Freshservice, SolarWinds Orion, SolarWinds Service Desk, Zeus Asset Management
Six alternatives
Device42, InvGate Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset ManagementThree alternatives
AssetSonar, Lansweeper, ManageEngine AssetExplorerEleven alternatives
Asset Panda, BMC Helix ITAM, Device42, Flexera One IT Asset Management, Freshservice, Freshworks, InvGate Asset Management, Lansweeper, ManageEngine AssetExplorer, NinjaOne, Snipe-ITFour alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorer, ReftabBold 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 11:57 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:05 | yes | 3 | 5 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 11:36 | yes | 12 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:00 | yes | 15 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:05 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:50 | yes | 23 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:36 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:16 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:47 | yes | 10 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:47 | yes | 14 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:52 | yes | 10 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:04 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:47 | yes | 15 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:40 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:06 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:33 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:41 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:54 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:44 | yes | 25 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:58 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:19 | yes | 13 | 38 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:19 | yes | 15 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:53 | yes | 15 | 175 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:43 | yes | 5 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:19 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:36 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:22 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:17 | yes | 8 | 10 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 19:10 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:36 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:23 | yes | 9 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:05 | yes | 8 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:22 | yes | 22 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:05 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | yes | 5 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:57 | yes | 10 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:58 | yes | 25 | 59 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:06 | yes | 22 | 103 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:41 | yes | 9 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:27 | yes | 14 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:20 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:34 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:47 | yes | 10 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:43 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:11 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:54 | yes | 15 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:42 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:14 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:51 | yes | 10 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:39 | yes | 20 | 101 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:27 | yes | 5 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:50 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:59 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:48 | no | 0 | 6 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 15:00 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 19:39 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:56 | yes | 14 | 19 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:46 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:02 | yes | 23 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:25 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:49 | yes | 10 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:59 | yes | 23 | 67 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:10 | no | 0 | 34 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:14 | yes | 2 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:40 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:47 | yes | 19 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:35 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:38 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:19 | yes | 24 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:24 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:51 | yes | 22 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:23 | yes | 9 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:27 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:09 | yes | 25 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:57 | yes | 5 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:23 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:48 | yes | 24 | 25 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 One 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 for ITAM / Asset Manager) read as Ivanti Neurons for ITAM
Ivanti (Neurons for ITAM) read as Ivanti Neurons for ITAM
Ivanti Neurons read as Ivanti Neurons for ITAM
Ivanti Neurons (ITAM) read as Ivanti Neurons for ITAM
ManageEngine read as ManageEngine AssetExplorer
ServiceNow read as ServiceNow IT Asset Management
ServiceNow (ITAM / SAM Modules) read as ServiceNow IT Asset Management
SolarWinds read as SolarWinds Service Desk
Spiceworks read as Spiceworks Inventory
Unresolved, counted raw
Adobe Workfront
Asset 365
Asset Management Global (AMG)
AssetClean
AssetLoom
Electric
Esevel
Forescribe
Freshworks AssetIQ (part of Freshservice)
HxGN EAM (formerly Infor EAM)
IBM IT Asset Management
OpenText (formerly Micro Focus / HP) Asset Manager
ProHance
Raynet One
Sassafras
ServiceNow Hardware Asset Management
TeamDynamix Sassafras
ToolSense
Velory
Zeus Asset Management
Discontinued, still offered
No shut-down product was recommended here.