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
31%
Contested · Snipe-IT 25%
31Freshservice25Snipe-IT14Lansweeper29others
31% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Freshservice (31%) replaces Snipe-IT (24% then, 24% now), 7 points clear, inside the 11-point floor.Freshservice leads at 31%, replacing Snipe-IT, which led at 24% and stands at 24% now: 7 points clear, inside the floor, so the swap reads as unsettled.
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.This pageEnterprise
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.Standing →
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.This pageEnterpriseServiceNow 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.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 September 2026
01Freshservice31%8%50endorsed leader▲+13Since September 2026: 18% → 31%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.18% → 31%
Freshservice31%8%50endorsed leader▲+13Since September 2026: 18% → 31%, +13 points. Past the 11-point floor: movement. Read over the models both editions asked.18% → 31%02Snipe-IT25%18%40accepted challenger=heldSince September 2026: 24% → 24%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 24%
Snipe-IT25%18%40accepted challenger=heldSince September 2026: 24% → 24%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 24%03
Lansweeper14%11%45accepted challenger▼−2Since September 2026: 16% → 13%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 13%
Lansweeper14%11%45accepted challenger▼−2Since September 2026: 16% → 13%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 13%04
ManageEngine AssetExplorer10%9%46accepted challenger▼−9Since September 2026: 20% → 11%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 11%
ManageEngine AssetExplorer10%9%46accepted challenger▼−9Since September 2026: 20% → 11%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 11%05
InvGate Asset Management8%0%20accepted challenger=heldSince September 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 7%
InvGate Asset Management8%0%20accepted challenger=heldSince September 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 7%06
SolarWinds Service Desk2%30%10criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
SolarWinds Service Desk2%30%10criticized 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
11ServiceNow IT Asset Management0%46%50criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ServiceNow IT Asset Management0%46%50criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
GLPI0%36%11criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
GLPI0%36%11criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%08
Asset Panda0%21%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Asset Panda0%21%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Flexera One IT Asset Management0%17%24accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Flexera One IT Asset Management0%17%24accepted 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
Ivanti Neurons for ITAM0%13%15accepted 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%13%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 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
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Freshservice31%
Freshservice31%02Snipe-IT25%
Snipe-IT25%03Lansweeper14%
Lansweeper14%04ManageEngine AssetExplorer10%
ManageEngine AssetExplorer10%05InvGate Asset Management8%
InvGate Asset Management8%06SolarWinds Service Desk2%
SolarWinds Service Desk2%07Flexera One IT Asset Management0%
Flexera One IT Asset Management0%08Asset Panda0%
Asset Panda0%09Ivanti Neurons for ITAM0%
Ivanti Neurons for ITAM0%10GLPI0%
GLPI0%11ServiceNow IT Asset Management0%
ServiceNow IT Asset Management0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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 Management46%
23 of 50 labels negative · 12 of 14 models · 3 hard negative
“Bottom line: Avoid unless you're a large enterprise with dedicated ServiceNow admins and a budget for six-figure implementation costs.” DeepSeek V4 Flash, negative prompt
Snipe-IT18%
7 of 40 labels negative · 6 of 14 models
“beloved for its simplicity, but it lacks built-in discovery agents \u2014 you must manually add assets or build integrations” DeepSeek V4 Flash, negative prompt
Lansweeper11%
5 of 45 labels negative · 5 of 14 models · 1 hard negative
“Platforms to Avoid Due to Performance/Stability Issues... it becomes "bloated."” Qwen 3.7 Flash, negative prompt
GLPI36%
4 of 11 labels negative · 4 of 14 models · 1 hard negative
“If you lack dedicated ITAM staff, avoid GLPI and ServiceNow.” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1036 links across 224 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 · InvGate35 answers · 57 citations · 11 models
vendor site · Virima34 answers · 45 citations · 11 models
vendor site · Desk36527 answers · 27 citations · 11 models
vendor site · Rework22 answers · 22 citations · 10 models
vendor site · EZO21 answers · 28 citations · 8 models
vendor site · GoCodes21 answers · 21 citations · 10 models
vendor site · G220 answers · 34 citations · 9 models
vendor site · Asset Panda18 answers · 20 citations · 8 models
vendor site · Cloudaware18 answers · 20 citations · 10 models
vendor site · Guideflow18 answers · 18 citations · 10 models
17 answers · 19 citations · 8 models
17 answers · 17 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
26 answers · 10 models
21 answers · 10 models
21 answers · 10 models
21 answers · 10 models
18 answers · 10 models
16 answers · 8 models
16 answers · 8 models
15 answers · 7 models
15 answers · 6 models
12 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Freshservice freshworks.com | 31% | 381 | 8,100 | 221 | 111,586 | $14,486 | 113 | |
| Snipe-IT snipeitapp.com | 25% | 125 | 5,400 | 13,860 | 6,867 | |||
| Lansweeper lansweeper.com | 14% | 117 | 5,400 | 152 | 29,325 | 41 | 5 | |
| ManageEngine parent site ManageEngine AssetExplorer 10% | 10% | 104 | 8,100 | 675 | ||||
| InvGate invgate.com InvGate Asset Management 8% | 8% | 51 | 90 | 2 | 174,187 company | $2,579 | 67 | 6 |
| NinjaOne ninjaone.com | 4% | 388 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| Snipe IT | 4% | |||||||
| Spiceworks spiceworks.com Spiceworks Inventory 2% | 2% | 21 | 5,400 | 122 | 2,284,947 company | 6 | ||
| SolarWinds parent site SolarWinds Service Desk 2% | 2% | 52 | 14,800 | 1,396 | ||||
| Flexera flexera.com Flexera One IT Asset Management 0%, Snow Software 0% | 0% | 78 | 390 | 40 | 48,107 company | 31 |
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 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 4.5Freshservice, InvGate Asset Managementagainst: ServiceNow IT Asset ManagementManageEngine AssetExplorerChangedServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: Freshservice, GLPI, OCS Inventory NG, ServiceNow IT Asset Management, Shelf.nu, Snipe-IT, SolarWinds Service Desk, Track-It!
Two alternatives
Alloy Navigator, ManageEngine AssetExplorerThree alternatives
AssetSonar, Freshservice, LansweeperSeven alternatives
Asset Panda, Device42, Flexera One IT Asset Management, Freshservice, Lansweeper, Snipe-IT, Snow SoftwareFour alternatives
Freshservice, InvGate Asset Management, ManageEngine AssetExplorer, ReftabGPT-5.4 miniLansweeperagainst: ServiceNow IT Asset ManagementLansweeperHeldFlexera One IT Asset Management, ServiceNow IT Asset ManagementSnipe-ITagainst: openMAINTno first choiceagainst: Atera, Deel IT, Lansweeper, ServiceNow IT Asset Management
Two alternatives
Flexera One IT Asset Management, ManageEngine ServiceDesk PlusOne alternative
ServiceNow IT Asset ManagementThree alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorerOne alternative
GLPIGemini 3.5 FlashFreshserviceagainst: Flexera One IT Asset Management, ServiceNow IT Asset ManagementLansweeperChangedagainst: ServiceNow IT Asset Managementno first choiceSnipe-ITFreshserviceagainst: Flexera One IT Asset Management, IBM Maximo, ServiceNow IT Asset Managementagainst: Asset Panda, Ivanti Neurons for ITAM, Kaseya-Owned Platforms, Lansweeper, ServiceNow IT Asset Management
Three alternatives
Asset Panda, InvGate Asset Management, SetylThree alternatives
Asset Panda, Freshservice, Snipe-ITSeven alternatives
Asset Panda, Flexera One IT Asset Management, Freshservice, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset Management, Snipe-ITFour alternatives
AssetTiger, BlueTally, GLPI, LansweeperFive alternatives
AssetSonar, Jira Service Management, Lansweeper, Oomnitza, Rippling ITPerplexity SonarFreshserviceManageEngine AssetExplorerChangedno first choiceSnipe-ITagainst: Asset Panda, SysAidno first choiceagainst: Asset Panda, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset Management, Snipe-IT
Two alternatives
InvGate Asset Management, ServiceNow IT Asset ManagementFour alternatives
Freshservice, Ivanti Neurons for IT Asset Management, Snipe-IT, SolarWinds Service DeskOne alternative
NinjaOneGrok 4.1 FastManageEngine AssetExplorerLansweeperChangedagainst: Snipe-ITServiceNow IT Asset ManagementSnipe-ITFreshserviceagainst: Freshservice, GLPI, ServiceNow IT Asset Management, Snipe-IT, SolarWinds Service Desk
Three alternatives
Freshservice, InvGate Insight/Assets, LansweeperTwo alternatives
InvGate Asset Management, ManageEngine AssetExplorerFour alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerTwo alternatives
GLPI, Spiceworks InventoryFive alternatives
InvGate Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine Endpoint Central, ServiceNow IT Asset ManagementMistral SmallFreshservice, NinjaOneFreshservice, Snipe ITChangedServiceNow IT Asset ManagementSnipe-IT, Spiceworks Inventoryno first choiceagainst: Freshservice, ServiceNow IT Asset Management
One alternative
SolarWinds Service DeskOne alternative
Asset PandaFive alternatives
Flexera One IT Asset Management, Ivanti Autonomous Endpoint Management, Lansweeper, Qualys Exposure Management, VirimaDeepSeek V4 FlashFreshserviceagainst: ServiceNow IT Asset ManagementLansweeperChangedFlexera One IT Asset Management, ServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: Asset Panda, GLPI, Ivanti Neurons for ITAM, PDQ Inventory, ServiceNow IT Asset Management, Snipe-IT
Two alternatives
ManageEngine AssetExplorer, NinjaOneFour alternatives
Freshservice, InvGate Asset Management, ManageEngine AssetExplorer, Snipe-ITFour alternatives
Asset Panda, Freshservice, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Lansweeper, ManageEngine AssetExplorerLlama 4 MaverickManageEngine AssetExplorer, NinjaOne, SolarWinds Service DeskSnipe ITChangedno first choiceInvGate Asset Managementno first choiceagainst: Desk365, Lansweeper, ManageEngine AssetExplorer
Two alternatives
Asset Panda, FreshserviceOne alternative
ServiceNow IT Asset ManagementQwen 3.7 FlashFreshserviceLansweeperChangedagainst: BMC Helix ITAM, ServiceNow IT Asset ManagementServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: BMC Helix ITAM, ServiceNow IT Asset Managementagainst: BMC Helix ITAM, Flexera One IT Asset Management, Lansweeper, ManageEngine AssetExplorer, Microsoft Endpoint Manager (Intune) built-in Reports, ServiceNow IT Asset Management, SolarWinds Service Desk
Three alternatives
ManageEngine AssetExplorer, Snipe-IT, SolarWinds Service DeskFour alternatives
Freshservice, Microsoft Configuration Manager, Microsoft Intune, Snipe-ITFive alternatives
Flexera One IT Asset Management, Lansweeper, ManageEngine AssetExplorer, Snipe-IT, Snow AtlasThree alternatives
Freshservice, GLPI, ManageEngine AssetExplorerTwo alternatives
Device42, LansweeperKimi K2Freshserviceagainst: BMC Track-It!, Flexera One IT Asset Management, ServiceNow IT Asset ManagementFreshserviceHeldServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: ServiceNow IT Asset Management
Three alternatives
AssetSonar, InvGate Asset Management, ManageEngine AssetExplorerFour alternatives
Asset Panda, Lansweeper, ManageEngine AssetExplorer, Snipe-ITFour alternatives
Flexera One IT Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Desk365, FreshserviceGLM 4.7 FlashXFreshserviceagainst: ServiceNow IT Asset ManagementManageEngine AssetExplorerChangedServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: Snipe-ITnothing named
Three alternatives
InvGate Asset Management, Lansweeper, ManageEngine AssetExplorerThree alternatives
AssetSonar, Atera, Freshservice with Asset ModuleSeven alternatives
Flexera One IT Asset Management, Freshservice, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, Snipe-IT, VirimaFive alternatives
Desk365, Freshservice, Lansweeper, ManageEngine AssetExplorer, NinjaOneMiniMax M2.5Freshservice, InvGate Asset Managementagainst: ServiceNow IT Asset ManagementFreshserviceChangedServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: ServiceNow IT Asset Management, Snow Atlas, SolarWinds ITAM, Torii
One alternative
ManageEngine AssetExplorerTwo alternatives
ManageEngine AssetExplorer, Snipe-ITFive alternatives
Flexera One IT Asset Management, Freshservice, InvGate Asset Management, Lansweeper, ManageEngine AssetExplorerOne alternative
AssetTigerGPT-6 LunaFreshserviceLansweeperChangedno first choiceSnipe-ITno first choiceagainst: Atlassian's standalone Assets Data Center/legacy Insight app
Two alternatives
Jira Service Management, LansweeperThree alternatives
Flexera One IT Asset Management, Freshservice, ManageEngine AssetExplorerTwo alternatives
AssetTiger, GLPIMuse Glimmer 30BFreshserviceagainst: ServiceNow IT Asset ManagementInvGate Asset ManagementChangedno first choiceSnipe-ITno first choiceagainst: Freshservice, Freshworks, GLPI, ManageEngine AssetExplorer, Pulseway, ServiceNow IT Asset Management, Snipe-IT, Zendesk
Three alternatives
InvGate Asset Management, ManageEngine AssetExplorer, SolarWinds Service DeskThree alternatives
Freshservice, ManageEngine AssetExplorer, SolarWinds Service DeskTwo alternatives
Lansweeper, Spiceworks InventoryBold 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 07:36 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:34 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:45 | yes | 17 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:25 | yes | 21 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:20 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:16 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:36 | yes | 24 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:32 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:04 | yes | 8 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:19 | yes | 16 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:52 | yes | 13 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:23 | yes | 9 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:16 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:11 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:35 | yes | 2 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:30 | yes | 8 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:46 | yes | 21 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:42 | yes | 23 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:45 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:53 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:58 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:18 | yes | 14 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:49 | yes | 25 | 83 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:36 | yes | 19 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:55 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:55 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:46 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:36 | yes | 5 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:13 | yes | 8 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:24 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:09 | yes | 23 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:07 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:58 | yes | 24 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:48 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:38 | yes | 10 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:33 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:17 | yes | 18 | 167 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:01 | yes | 18 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:22 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:48 | yes | 15 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:11 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:50 | yes | 2 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:44 | yes | 17 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:22 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:05 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:49 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:07 | yes | 19 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:36 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:45 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:07 | yes | 10 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:52 | yes | 10 | 93 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:56 | yes | 15 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:48 | yes | 3 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:18 | yes | 13 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:45 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:51 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:26 | yes | 14 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:53 | yes | 23 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:14 | yes | 20 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:37 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:45 | yes | 18 | 64 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:16 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:32 | yes | 5 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:23 | yes | 19 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:16 | yes | 14 | 19 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:17 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:01 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:35 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:57 | yes | 18 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:04 | yes | 2 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:51 | yes | 27 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:15 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:32 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:36 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:50 | yes | 24 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:07 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:23 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:59 | yes | 25 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:19 | yes | 24 | 12 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:20 | yes | 9 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:52 | yes | 1 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:06 | yes | 20 | 23 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 (or Snow Atlas) 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 read as Ivanti Neurons for ITAM
ManageEngine read as ManageEngine AssetExplorer
ManageEngine (AssetCenter) read as ManageEngine AssetExplorer
Rippling (IT Cloud) read as Rippling IT
ServiceNow read as ServiceNow IT Asset Management
ServiceNow (Hardware/Software Asset Management) read as ServiceNow IT Asset Management
ServiceNow (Software Asset Management) read as ServiceNow IT Asset Management
SolarWinds read as SolarWinds Service Desk
SolarWinds (Discovery/Service Desk) read as SolarWinds Service Desk
Spiceworks read as Spiceworks Inventory
Unresolved, counted raw
Advanced IP Scanner
AssetCenter
AssetPanda
Atlassian's standalone Assets Data Center/legacy Insight app
BMC Track-It!
FactorialHR
Freshservice with Asset Module
InvGate Insight/Assets
Kaseya-Owned Platforms (e.g., Kaseya BMS / IT Glue / Datto)
MaintainX
Microsoft Endpoint Manager (Intune) built-in Reports
Proactivanet
Shelf.nu
Snipe IT
SolarWinds ITAM
Track-It!
openMAINT
Discontinued, still offered
No shut-down product was recommended here.