IT asset management for small business buyers
Asked as “IT asset management platform”, and as “hardware and software asset inventory tool”, on behalf of a small B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
46%
Clear leader
46Snipe-IT08Asset Panda08Freshservice37others
46% of first choices, clear leader.
Since October 2026▼−5Since October 2026: 51% → 46%, −5 points. Inside the 11-point floor: within noise.Snipe-IT held the lead, −5 points on 51%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Snipe-IT46%Clear leader▼−5Since October 2026: 51% → 46%, −5 points. Inside the 11-point floor: within noise.This pageMid-marketSnipe-IT29%Contested↗new leaderNew leader since October 2026: Snipe-IT (29%) replaces Freshservice (31% then, 16% now), 13 points clear, past the 11-point floor.Standing →Enterprise
ServiceNow IT Asset Management63%Clear leader▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.Standing →
Snipe-IT46%Clear leader▼−5Since October 2026: 51% → 46%, −5 points. Inside the 11-point floor: within noise.This pageMid-marketSnipe-IT29%Contested↗new leaderNew leader since October 2026: Snipe-IT (29%) replaces Freshservice (31% then, 16% now), 13 points clear, past the 11-point floor.Standing →EnterpriseServiceNow IT Asset Management63%Clear leader▲+7Since October 2026: 56% → 63%, +7 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Snipe-IT46%8%71endorsed leader▼−5Since October 2026: 51% → 46%, −5 points. Inside the 11-point floor: within noise.51% → 46%
Snipe-IT46%8%71endorsed leader▼−5Since October 2026: 51% → 46%, −5 points. Inside the 11-point floor: within noise.51% → 46%02
Freshservice8%6%47accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%
Freshservice8%6%47accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%03
Asset Panda8%8%39accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%
Asset Panda8%8%39accepted challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%04
Lansweeper7%7%42accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise.6% → 7%
Lansweeper7%7%42accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise.6% → 7%05
Reftab7%4%25accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise.2% → 7%
Reftab7%4%25accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise.2% → 7%06
ManageEngine AssetExplorer3%7%28accepted challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 11-point floor: within noise.4% → 3%
ManageEngine AssetExplorer3%7%28accepted challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 11-point floor: within noise.4% → 3%07
AssetTiger3%5%19accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%
AssetTiger3%5%19accepted challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 11-point floor: within noise.0% → 3%08
NinjaOne2%5%20accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
NinjaOne2%5%20accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%09
BlueTally2%0%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
BlueTally2%0%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%10
GLPI2%11%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
GLPI2%11%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
11
Flexera One IT Asset Management0%100%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Flexera One IT Asset Management0%100%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12ServiceNow IT Asset Management0%93%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ServiceNow IT Asset Management0%93%30criticized 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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% negative60%
Key
01Snipe-IT46%
Snipe-IT46%02Freshservice8%
Freshservice8%03Asset Panda8%
Asset Panda8%04Lansweeper7%
Lansweeper7%05Reftab7%
Reftab7%06ManageEngine AssetExplorer3%
ManageEngine AssetExplorer3%07AssetTiger3%
AssetTiger3%08NinjaOne2%
NinjaOne2%09BlueTally2%
BlueTally2%10GLPI2%
GLPI2%11Flexera One IT Asset Management0%
Flexera One IT Asset Management0%12ServiceNow IT Asset Management0%
ServiceNow IT Asset Management0%What they warned about
Three 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, DeepSeek V4 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 Management93%
28 of 30 labels negative · 14 of 14 models · 17 hard negative
“You do not need bloated enterprise platforms like ServiceNow or Ivanti, which require dedicated administrators and months of setup.” Gemini 3.5 Flash, scale prompt
Flexera One IT Asset Management100%
10 of 10 labels negative · 10 of 14 models · 8 hard negative
“It has an enterprise focus, which means it may be too complex and require heavy configuration, making it overkill for small teams.” Llama 4 Maverick, negative prompt
Ivanti Neurons for ITAM89%
8 of 9 labels negative · 7 of 14 models · 6 hard negative
“avoid ServiceNow or Ivanti unless there is a clear enterprise requirement” Perplexity Sonar, negative prompt
Snipe-IT8%
6 of 71 labels negative · 6 of 14 models · 1 hard negative
“avoid self-hosted Snipe-IT unless someone can operate it reliably” Perplexity Sonar, 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
75 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. 771 links across 177 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.
30 answers · 34 citations · 11 models
vendor site · G229 answers · 54 citations · 13 models
29 answers · 47 citations · 9 models
24 answers · 31 citations · 9 models
vendor site · GoCodes24 answers · 24 citations · 9 models
22 answers · 25 citations · 8 models
vendor site · SherpaDesk21 answers · 21 citations · 11 models
vendor site · Rework18 answers · 18 citations · 7 models
publisher (Gane)16 answers · 16 citations · 7 models
15 answers · 17 citations · 8 models
vendor site · Shelf15 answers · 16 citations · 8 models
vendor site · InvGate13 answers · 15 citations · 8 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.
27 answers · 10 models
24 answers · 9 models
21 answers · 12 models
21 answers · 11 models
19 answers · 8 models
18 answers · 9 models
17 answers · 7 models
16 answers · 7 models
15 answers · 7 models
14 answers · 8 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 | 46% | 130 | 5,400 | 13,860 | 6,867 | |||
| Freshservice freshworks.com | 8% | 423 | 8,100 | 221 | 111,586 | $14,486 | 113 | |
| Asset Panda assetpanda.com | 8% | 69 | 5,400 | 55 | 35,566 | 16 | ||
| Lansweeper lansweeper.com | 7% | 127 | 5,400 | 152 | 29,325 | 41 | 5 | |
| Reftab reftab.com | 7% | 61 | 880 | 8 | 732 | 15 | ||
| inFlow Inventory inflowinventory.com | 5% | 4 | 2,400 | 18 | 68,905 | $292 | 16 | |
| ManageEngine parent site ManageEngine AssetExplorer 3% | 3% | 99 | 8,100 | 675 | ||||
| AssetTiger assettiger.com | 3% | 22 | 2,400 | 50 | 7,006 | 10 | ||
| NinjaOne ninjaone.com | 2% | 258 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| BlueTally bluetally.com | 2% | 19 | 390 | 0 | 615 | 0 |
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, capterra.com, g2.com, reddit.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 small B2B company?”Paraphrase“Which hardware and software asset inventory tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top IT asset management platforms for a small team and how do they differ?”Budget-constrained“What is the best IT asset management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an IT asset management platform. What should we look at?”Negative“Which IT asset management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5FreshserviceSnipe-IT, Spiceworks InventoryChangedSnipe-ITSnipe-ITno first choiceagainst: Flexera One IT Asset Management, Ivanti Neurons for ITAM, Jira Service Management, ServiceNow IT Asset Management, Snipe-IT
Four alternatives
Alloy Navigator, Asset Panda, Lansweeper, ManageEngine AssetExplorerThree alternatives
InvGate Asset Management, Lansweeper, SortlyFour alternatives
Asset Panda, BlueTally, Freshservice, ReftabThree alternatives
Asset Panda, Freshservice, ManageEngine AssetExplorerGPT-5.4 miniNinjaOne, Snipe-ITLansweeperChangedSnipe-ITSnipe-ITagainst: Setylno first choiceagainst: Autotask, ConnectWise RMM, Ivanti Neurons for ITSM, ServiceNow IT Asset Management
One alternative
FreshserviceOne alternative
Total Network InventoryThree alternatives
Asset Panda, Freshservice, Jira Service ManagementOne alternative
LansweeperGemini 3.5 FlashRippling ITagainst: ServiceNow IT Asset ManagementLansweeperChangedSnipe-ITSnipe-ITAssetSonar, Teqtivityagainst: Ivanti Neurons for ITAM, ServiceNow IT Asset Managementagainst: BMC Helix ITAM, CA Unicenter, Flexera One IT Asset Management, GLPI, HP OpenView/ServiceManager, IBM Maximo, Jamf, Microsoft Intune, Microsoft MECM, OCS Inventory, ServiceNow IT Asset Management, Snipe-IT
Five alternatives
Asset Panda, BlueTally, Freshservice, Reftab, Snipe-ITThree alternatives
Asset Panda, NinjaOne, Snipe-ITSix alternatives
AssetTiger, BlueTally, Freshservice, Lansweeper, Rippling IT, SetylFour alternatives
AssetTiger, BlueTally, GLPI, LansweeperFive alternatives
Freshservice, Hofy, Rippling IT, Snipe-IT, WorkwizePerplexity SonarFreshserviceagainst: ServiceNow IT Asset ManagementManageEngine AssetExplorerChangedFreshservice, Snipe-ITagainst: ServiceNow IT Asset ManagementSnipe-ITagainst: Freshservice, ServiceNow IT Asset Managementno first choiceagainst: GoCodes, Ivanti Neurons for ITAM, Lansweeper, ServiceNow IT Asset Management, Snipe-IT
Four alternatives
Desk365, Lansweeper, NinjaOne, Snipe-ITTwo alternatives
Lansweeper, Snipe-ITFour alternatives
Asset Panda, Lansweeper, ManageEngine AssetExplorer, NinjaOneThree alternatives
AssetTiger, GLPI, LansweeperGrok 4.20Asset Pandaagainst: ServiceNow IT Asset Management, Snipe-ITSnipe-ITChangedagainst: ServiceNow IT Asset ManagementFreshserviceagainst: Ivanti Neurons for ITAM, ServiceNow IT Asset ManagementSnipe-ITagainst: Ivanti Neurons for ITAM, ServiceNow IT Asset ManagementFreshserviceagainst: IBM Maximo, ServiceNow IT Asset Managementagainst: Asset Panda, Electric AI, GLPI, GroWrk, Lansweeper, ServiceNow IT Asset Management, Spiceworks Inventory, Track-It!, Workwize
Two alternatives
AssetTiger, FreshserviceFour alternatives
AssetTiger, ManageEngine AssetExplorer, NinjaOne, UpKeepFour alternatives
Asset Panda, Lansweeper, ManageEngine AssetExplorer, Snipe-ITTwo alternatives
AssetTiger, UpKeepFive alternatives
Asset Panda, ManageEngine AssetExplorer or ServiceDesk Plus, Reftab, Snipe-IT, UpKeepMistral SmallSnipe-ITSnipe-ITHeldFreshservice, Lansweeperagainst: AssetTiger, EZOfficeInventory, Reftab, Sortly, itemitGLPI, Snipe-ITno first choiceagainst: BMC Helix ITAM, ServiceNow IT Asset Managementagainst: Asset Panda, Flexera One IT Asset Management, ServiceNow IT Asset Management
Two alternatives
Asset Panda, FreshserviceOne alternative
FreshserviceFour alternatives
Asset Panda, Shelf, SherpaDesk, Snipe-ITThree alternatives
Freshservice, Lansweeper, ManageEngine AssetExplorerDeepSeek V4 FlashReftab, Snipe-ITSnipe-ITChangedReftab, Snipe-ITagainst: FreshserviceSnipe-ITno first choiceagainst: ServiceNow IT Asset Managementagainst: Flexera One IT Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Management, Snipe-IT
Three alternatives
Asset Panda, Lansweeper, NinjaOneSix alternatives
Asset Panda, AssetTiger, BlueTally, Freshservice, ManageEngine AssetExplorer, ReftabThree alternatives
Asset Panda, Lansweeper, ManageEngine AssetExplorerTwo alternatives
Lansweeper, ReftabSeven alternatives
Asset Panda, AssetTiger, EZO, Freshservice, InvGate Asset Management, NinjaOne, Snipe-ITLlama 4 MaverickSnipe-ITSnipe-ITHeldno first choiceAsset PandaSnipe-ITagainst: Flexera One IT Asset Management, ManageEngine AssetExplorer, ServiceNow IT Asset Management
Three alternatives
Asset Panda, Freshservice, PrimoTwo alternatives
Asset Panda, FreshserviceFive alternatives
AssetTiger, BlueTally, Freshservice, ManageEngine AssetExplorer, Snipe-ITQwen 3.7 FlashSnipe-ITSnipe-ITHeldAssetTiger, Snipe-ITSnipe-ITLansweeperagainst: Snipe-ITagainst: Datto RMM, Deel IT, Flexera One IT Asset Management, ServiceNow IT Asset Management
Three alternatives
Asset Panda, GoCodes, PrimoTwo alternatives
Asset Panda, FreshserviceTwo alternatives
ManageEngine ServiceDesk Plus, NinjaOneThree alternatives
GLPI, ManageEngine AssetExplorer, Spiceworks Cloud Asset ManagementTwo alternatives
ManageEngine AssetExplorer, SpigitKimi K2ReftabAssetTiger, Snipe-ITChangedReftab, Snipe-ITSnipe-ITBlueTally, Snipe-ITagainst: Flexera One IT Asset Management, ServiceNow IT Asset Managementagainst: Axonius, BMC Helix / Remedy, ServiceNow IT Asset Management, Spiceworks Inventory
Three alternatives
Freshservice, NinjaOne, Snipe-ITTwo alternatives
BlueTally, FreshserviceFour alternatives
Asset Panda, EZOfficeInventory, Freshservice, LansweeperTwo alternatives
Freshservice, ReftabOne alternative
FreshserviceGLM 4.7 FlashXAsset Panda, FreshserviceinFlow InventoryChangedLansweeperSnipe-ITno first choiceagainst: NinjaOne, ServiceNow IT Asset Management
Four alternatives
AssetTiger, BlueTally, Lansweeper, Snipe-ITOne alternative
Zoho InventoryTwo alternatives
Freshservice, SysAidThree alternatives
GLPI, Reftab, Spiceworks InventoryMiniMax M2.5Asset Panda, ReftabinFlow InventoryChangedSnipe-ITAsset Panda, Lansweeperagainst: AuvikAssetTiger, Reftabagainst: Asset Panda, Flexera One IT Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Management
Two alternatives
Auvik, NinjaOneThree alternatives
BlueTally, Lansweeper, SortlyFive alternatives
AssetTiger, BlueTally, Freshservice, Lansweeper, ReftabTwo alternatives
GoCodes, Snipe-ITTwo alternatives
Setyl, Snipe-ITGPT-6 LunaFreshserviceManageEngine AssetExplorerChangedSnipe-ITagainst: ManageEngine AssetExplorerSnipe-ITno first choiceagainst: Flexera One IT Asset Management, Lansweeper, ServiceNow IT Asset Management
Two alternatives
Jira Service Management, Snipe-ITOne alternative
Snipe-ITThree alternatives
Freshservice, Jira Service Management, LansweeperOne alternative
GLPIMuse Glimmer 30BSnipe-ITinFlow InventoryChangedBlueTally, Snipe-ITSnipe-ITno first choiceagainst: ServiceNow IT Asset Managementagainst: Flexera One IT Asset Management, Freshservice, InvGate Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Management
Six alternatives
Asset Panda, Freshservice, GLPI, Lansweeper, ManageEngine AssetExplorer, PDQ InventoryFour alternatives
Cin7 Core, Lansweeper, Snipe-IT, Zoho InventorySix alternatives
Asset Panda, AssetTiger, Freshservice, GoCodes, Lansweeper, ManageEngine AssetExplorerFour alternatives
Asset Panda, GLPI, Lansweeper, ReftabFour alternatives
Asset Panda, Atera, Lansweeper, 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.
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 09:21 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:17 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:23 | yes | 9 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 19:36 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:54 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:33 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:43 | yes | 22 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:44 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:42 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:14 | yes | 9 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:11 | yes | 15 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:49 | yes | 5 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:05 | yes | 3 | 9 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:46 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:42 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:59 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:04 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:36 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:43 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:40 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:52 | yes | 23 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:37 | yes | 5 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:32 | yes | 20 | 45 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:26 | yes | 23 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:23 | yes | 10 | 89 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:45 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:41 | yes | 22 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:00 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:33 | yes | 5 | 8 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 08:49 | yes | 7 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:50 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:03 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:26 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:38 | yes | 23 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:10 | yes | 5 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:21 | yes | 13 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:03 | yes | 9 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:25 | yes | 14 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:35 | yes | 5 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:48 | yes | 11 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:11 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:41 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:52 | yes | 10 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 18:36 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:57 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:39 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:24 | yes | 17 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:08 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:21 | yes | 9 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:14 | yes | 10 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:36 | yes | 5 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:29 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:58 | yes | 14 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:38 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:50 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:51 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:36 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:45 | yes | 15 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:36 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:15 | yes | 18 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:58 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:43 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:39 | yes | 13 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:34 | yes | 13 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:38 | yes | 10 | 29 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:39 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:18 | no | 0 | 7 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:04 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:48 | 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 10:56 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:12 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:33 | yes | 19 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:04 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:15 | yes | 25 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:00 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:09 | yes | 11 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:48 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:35 | yes | 22 | 184 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:54 | yes | 25 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:45 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 13 | 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 Helix read as BMC Helix 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
Ivanti read as Ivanti Neurons for ITAM
Ivanti (Endpoint Manager / Neurons / ITAM) read as Ivanti Neurons for ITAM
Ivanti Neurons read as Ivanti Neurons for ITAM
ManageEngine (AssetExplorer) read as ManageEngine AssetExplorer
Rippling read as Rippling IT
Rippling (IT Cloud) read as Rippling IT
ServiceNow read as ServiceNow IT Asset Management
Spiceworks read as Spiceworks Inventory
Spiceworks (Inventory/Help Desk) read as Spiceworks Inventory
Unresolved, counted raw
AssetKOM
Asseto
CA Unicenter
Cin7 Core
Electric AI
HP OpenView/ServiceManager
SherpaDesk Ours
Sor
Spiceworks Cloud Asset Management
Spigit
Teqtivity
Total Network Inventory
Track-It!
Wasp Barcode
Workplace One
Discontinued, still offered
No shut-down product was recommended here.