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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
51%
Clear leader
51Snipe-IT11Freshservice06Asset Panda32others
51% of first choices, clear leader.
Since September 2026▲+7Since September 2026: 41% → 48%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Snipe-IT held the lead, +7 points on 41%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Snipe-IT51%Clear leader▲+7Since September 2026: 41% → 48%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
Freshservice31%Contested↗new leaderNew leader since September 2026: Freshservice (31%) replaces Snipe-IT (24% then, 24% now), 7 points clear, inside the 11-point floor.Standing →Enterprise
ServiceNow IT Asset Management56%Clear leader▼−5Since September 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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.This pageMid-marketFreshservice31%Contested↗new leaderNew leader since September 2026: Freshservice (31%) replaces Snipe-IT (24% then, 24% now), 7 points clear, inside the 11-point floor.Standing →EnterpriseServiceNow IT Asset Management56%Clear leader▼−5Since September 2026: 62% → 57%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Snipe-IT51%6%64endorsed leader▲+7Since September 2026: 41% → 48%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.41% → 48%
Snipe-IT51%6%64endorsed leader▲+7Since September 2026: 41% → 48%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.41% → 48%02Freshservice11%3%39accepted challenger▲+7Since September 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 11%
Freshservice11%3%39accepted challenger▲+7Since September 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 11%03
Lansweeper6%13%31accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%
Lansweeper6%13%31accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%04
NinjaOne6%10%30accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%
NinjaOne6%10%30accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%05
Asset Panda6%21%29accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%
Asset Panda6%21%29accepted challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 7%06
InvGate Asset Management6%6%16accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
InvGate Asset Management6%6%16accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%07
ManageEngine AssetExplorer4%15%40accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%
ManageEngine AssetExplorer4%15%40accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%08
Rippling IT2%0%16accepted challenger▼−14Since September 2026: 16% → 2%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.16% → 2%
Rippling IT2%0%16accepted challenger▼−14Since September 2026: 16% → 2%, −14 points. Past the 11-point floor: movement. Read over the models both editions asked.16% → 2%09
Reftab2%0%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Reftab2%0%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%10
BlueTally2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
BlueTally2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%11
Atera2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Atera2%0%10accepted 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 four products at 0%, ordered by negative rate
15ServiceNow IT Asset Management0%91%23criticized 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%91%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%14
Spiceworks Inventory0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Spiceworks Inventory0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
GLPI0%7%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%
GLPI0%7%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%12
Desk3650%0%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Desk3650%0%13accepted 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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Snipe-IT51%
Snipe-IT51%02Freshservice11%
Freshservice11%03Lansweeper6%
Lansweeper6%04NinjaOne6%
NinjaOne6%05Asset Panda6%
Asset Panda6%06InvGate Asset Management6%
InvGate Asset Management6%07ManageEngine AssetExplorer4%
ManageEngine AssetExplorer4%08Rippling IT2%
Rippling IT2%09Reftab2%
Reftab2%10BlueTally2%
BlueTally2%11Atera2%
Atera2%12Desk3650%
Desk3650%13GLPI0%
GLPI0%14Spiceworks Inventory0%
Spiceworks Inventory0%15ServiceNow IT Asset Management0%
ServiceNow IT Asset Management0%What they warned about
One 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 4.1 Fast, Mistral Small, 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 Management91%
21 of 23 labels negative · 14 of 14 models · 17 hard negative
“ServiceNow - It may not be suitable for small IT teams, companies with limited budgets, or organizations that only need basic asset tracking.” Llama 4 Maverick, negative prompt
Flexera One IT Asset Management89%
8 of 9 labels negative · 8 of 14 models · 5 hard negative
“That enterprise focus means heavy configuration ... that is overkill for a small team” Muse Glimmer 30B, negative prompt
Asset Panda21%
6 of 29 labels negative · 6 of 14 models · 2 hard negative
“Why avoid: Users have reported issues with the mobile app (slow performance, scanning glitches), limited integrations, cumbersome data export, and high costs” Mistral Small, negative prompt
ManageEngine AssetExplorer15%
6 of 40 labels negative · 6 of 14 models · 2 hard negative
“Why avoid: Criticisms include poor user experience, limited integration capabilities, and issues with user interface.” Mistral Small, 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. 1043 links across 184 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 · Rippling45 answers · 52 citations · 11 models
vendor site · InvGate39 answers · 62 citations · 11 models
vendor site · Virima33 answers · 39 citations · 12 models
vendor site · Desk36532 answers · 33 citations · 10 models
vendor site · G228 answers · 62 citations · 13 models
vendor site · Rework27 answers · 32 citations · 10 models
vendor site · Freshworks25 answers · 26 citations · 11 models
25 answers · 25 citations · 9 models
23 answers · 29 citations · 11 models
vendor site · Asset Panda21 answers · 26 citations · 10 models
vendor site · EZO21 answers · 26 citations · 11 models
16 answers · 16 citations · 6 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.
37 answers · 10 models
32 answers · 10 models
27 answers · 10 models
27 answers · 12 models
26 answers · 10 models
23 answers · 7 models
20 answers · 10 models
19 answers · 10 models
18 answers · 10 models
16 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 |
|---|---|---|---|---|---|---|---|---|
| Snipe-IT snipeitapp.com | 51% | 125 | 5,400 | 13,860 | 6,867 | |||
| Freshworks freshworks.com Freshservice 11%, Freshworks 2% | 13% | 381 | 8,100 | 221 | 111,586 | $14,486 | 113 | |
| Lansweeper lansweeper.com | 6% | 117 | 5,400 | 152 | 29,325 | 41 | 5 | |
| NinjaOne ninjaone.com | 6% | 388 | 18,100 | 610 | 316,268 | $17,226 | 118 | |
| Asset Panda assetpanda.com | 6% | 60 | 5,400 | 55 | 35,566 | 16 | ||
| InvGate invgate.com InvGate Asset Management 6% | 6% | 51 | 90 | 2 | 174,187 company | $2,579 | 67 | 6 |
| ManageEngine parent site ManageEngine AssetExplorer 4%, ManageEngine Endpoint Central 0% | 4% | 204 | 8,100 | 675 | ||||
| Rippling rippling.com Rippling IT 2% | 2% | 26 | 301,000 | 17,886 | 712,399 company | $42,013 | 115 | |
| Reftab reftab.com | 2% | 17 | 880 | 8 | 732 | 15 | ||
| BlueTally bluetally.com | 2% | 14 | 390 | 0 | 615 | 0 |
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 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 4.5FreshserviceFreshservice, InvGate Asset Management, Snipe-ITChangedFreshservice, Snipe-ITSnipe-ITno first choiceagainst: Flexera One IT Asset Management, Freshservice, ManageEngine AssetExplorer, ServiceNow IT Asset Management
Three alternatives
Atera, Reftab, Snipe-ITOne alternative
Asset PandaThree alternatives
Asset Panda, BlueTally, ReftabThree alternatives
AssetTiger, Freshservice, ManageEngine AssetExplorerGPT-5.4 miniNinjaOneManageEngine AssetExplorerChangedLansweeper, Snipe-ITSnipe-ITno first choiceagainst: Flexera One IT Asset Management, IT Glue, Ivanti Autonomous Endpoint Management, Oomnitza, ServiceNow IT Asset Management
Two alternatives
AssetSonar, FreshserviceTwo alternatives
Lansweeper, Snipe-ITFour alternatives
Asset Panda, Freshservice, NinjaOne, SysAidOne alternative
LansweeperGemini 3.5 FlashReftabagainst: ServiceNow IT Asset ManagementSnipe-ITChangedBlueTallyagainst: ServiceNow IT Asset ManagementSnipe-ITBlueTallyagainst: AssetTiger, Ivanti Neurons for ITAM, ServiceNow IT Asset Management, Snipe-ITagainst: BMC Helix ITAM, Flexera One IT Asset Management, GLPI, Ivanti Neurons for ITAM, Jira Service Management (JSM) with "Assets", Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset Management, Snipe-IT
Four alternatives
BlueTally, Freshservice, Snipe-IT, WorkwizeFour alternatives
Atera, BlueTally, Lansweeper, NinjaOneFour alternatives
AssetTiger, Freshservice, Reftab, Snipe-ITFour alternatives
AssetTiger, BlueTally, GLPI, LansweeperThree alternatives
Reftab, Rippling IT, SetylPerplexity SonarSnipe-ITagainst: Asset PandaLansweeperChangedSnipe-ITSnipe-ITno first choiceagainst: Ivanti Neurons for ITAM, SecPod, ServiceNow IT Asset Management
Two alternatives
NinjaOne, Rippling ITOne alternative
Snipe-ITFive alternatives
Asset Panda, Desk365, Freshservice, Jira Service Management, ManageEngine AssetExplorerTwo alternatives
NinjaOne, SysAidGrok 4.1 FastNinjaOneagainst: IBM Maximo, ServiceNow IT Asset ManagementSnipe-ITChangedSnipe-ITSnipe-ITno first choiceagainst: Asset Panda, Lansweeper, ManageEngine AssetExplorer, NinjaOne, ServiceNow IT Asset Management
Four alternatives
Asset Panda, Freshservice, InvGate AssetManagement, ManageEngine AssetExplorerThree alternatives
ManageEngine Endpoint Central, NinjaOne, Spiceworks InventoryFour alternatives
Asset Panda, InvGate Asset Management, ManageEngine AssetExplorer, NinjaOneFour alternatives
Freshservice, GLPI, ManageEngine AssetExplorer, Spiceworks InventoryFive alternatives
Asset Panda, Desk365, Freshservice, InvGate Asset Management, Rippling ITMistral SmallAsset PandaSnipe-ITChangedSnipe-ITSnipe-ITno first choiceagainst: Asset Panda, ManageEngine AssetExplorer, NinjaOne, ServiceNow IT Asset Management
Three alternatives
ManageEngine AssetExplorer, Rippling IT, SolarWinds Service DeskTwo alternatives
Freshservice, LansweeperFour alternatives
Asset Panda, Atera, Freshservice, ReftabOne alternative
ReftabDeepSeek V4 FlashSnipe-ITSnipe-ITHeldInvGate Asset Management, Snipe-ITagainst: ServiceNow IT Asset ManagementSnipe-ITno first choiceagainst: Flexera One IT Asset Management, ServiceNow IT Asset Managementagainst: Flexera ITAM, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset Management, Snow Software
Three alternatives
Asset Panda, Freshservice, NinjaOneThree alternatives
Lansweeper, ManageEngine AssetExplorer, Rippling ITThree alternatives
Asset Panda, Freshservice, NinjaOneThree alternatives
AssetTiger, GLPI, Spiceworks InventorySeven alternatives
Asset Panda, Freshservice, InvGate Asset Management, ManageEngine AssetExplorer, Rippling IT, Snipe-IT, SysAidLlama 4 Maverickno first choiceInvGate Asset ManagementChangedSnipe-ITAsset Pandano first choiceagainst: ServiceNow IT Asset Management, Snipe-IT
Three alternatives
AssetCues, Device42, ReftabOne alternative
FreshserviceTwo alternatives
GoCodes Asset Tracking, Snipe-ITQwen 3.7 FlashInvGate Asset ManagementAteraChangedFreshserviceagainst: IBM Maximo, ServiceNow IT Asset ManagementSnipe-ITFreshservice, Rippling ITagainst: Asset Panda, BMC Helix ITAM, Jira Service Management, NinjaOne, ServiceNow IT Asset Management
Three alternatives
Desk365, NinjaOne, Rippling ITThree alternatives
Lansweeper, ManageEngine AssetExplorer, Snipe-ITFour alternatives
Lansweeper, ManageEngine AssetExplorer, NinjaOne, Snipe-ITThree alternatives
GLPI, Lansweeper, ManageEngine AssetExplorerOne alternative
Snipe-ITKimi K2FreshserviceSnipe-ITChangedSnipe-ITSnipe-ITSnipe-ITagainst: BMC Helix IT Asset Management, Flexera One IT Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Management
Four alternatives
ManageEngine AssetExplorer, NinjaOne, Reftab, Snipe-ITThree alternatives
Lansweeper, ManageEngine AssetExplorer, NinjaOneSix alternatives
Asset Panda, Freshservice, JumpCloud, ManageEngine AssetExplorer, NinjaOne, ReftabThree alternatives
Freshservice, Lansweeper, ReftabFour alternatives
Asset Panda, Freshservice, Lansweeper, ManageEngine AssetExplorerGLM 4.7 FlashXSnipe-ITLansweeperChangedFreshserviceagainst: Asset PandaSnipe-ITAsset Pandaagainst: Cloudaware, Device42, Flexera One IT Asset Management, Ivanti Neurons for ITAM, ServiceNow IT Asset Management, Snow Commander, Tanium
Three alternatives
Desk365, GLPI, LansweeperFour alternatives
Asset Tiger, ManageEngine AssetExplorer, Snipe-IT, inFlowFour alternatives
Atera, Auvik, ManageEngine AssetExplorer, NinjaOneThree alternatives
Desk365, ManageEngine AssetExplorer, NinjaOneFour alternatives
Atera, Freshservice, InvGate Asset Management, SetylMiniMax M2.5ManageEngine AssetExplorerFreshservice, NinjaOneChangedSnipe-ITLansweeper, Snipe-ITno first choiceagainst: HCL BigFix, Ivanti Endpoint Manager, Jira Asset Manager, ServiceNow IT Asset Management
Three alternatives
Deel IT, Rippling IT, Snipe-ITThree alternatives
Asset Panda, Atera, Wasp AssetCloudFive alternatives
Desk365, GLPI, ManageEngine AssetExplorer, SolarWinds Service Desk, Spiceworks InventoryOne alternative
Desk365GPT-6 LunaSnipe-ITManageEngine AssetExplorer CloudChangedSnipe-ITSnipe-ITSnipe-ITagainst: Flexera One IT Asset Management, Lansweeper, ServiceNow IT Asset Management, Snipe-IT, Spiceworks Inventory
One alternative
FreshserviceTwo alternatives
Lansweeper, Snipe-ITFive alternatives
Freshservice, GLPI, Jira Service Management with Assets, Lansweeper, ManageEngine AssetExplorerTwo alternatives
AssetTiger, GLPIThree alternatives
Freshservice, Jira Service Management, Microsoft IntuneMuse Glimmer 30BFreshservice, Freshworks, Snipe-ITSnipe-ITChangedLansweeper, Snipe-ITSnipe-ITno first choiceagainst: Asset Pandaagainst: Flexera One IT Asset Management, InvGate Asset Management, ManageEngine AssetExplorer, ServiceNow IT Asset Management
Five alternatives
Desk365, GLPI, Lansweeper, ManageEngine AssetExplorer, OcsInventory NGTwo alternatives
ManageEngine AssetExplorer, NinjaOneTwo alternatives
ManageEngine AssetExplorer, NinjaOneFour alternatives
AssetTiger, Freshservice, ManageEngine AssetExplorer, 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 07:41 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:25 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:36 | yes | 19 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:42 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:44 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:42 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:57 | yes | 21 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:10 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:41 | yes | 9 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:09 | yes | 9 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:34 | yes | 15 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:03 | yes | 10 | 44 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:28 | yes | 2 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:26 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:07 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:39 | yes | 3 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:19 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:44 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:48 | yes | 24 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:08 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:54 | yes | 22 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:15 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:04 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:36 | yes | 19 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:25 | yes | 15 | 85 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:42 | yes | 14 | 61 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:48 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:17 | yes | 22 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:17 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:31 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:54 | yes | 26 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:46 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:31 | yes | 19 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:52 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:59 | yes | 23 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:39 | no | 0 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:59 | yes | 9 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:39 | yes | 24 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:44 | yes | 15 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:00 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:04 | yes | 19 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:46 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:49 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:56 | yes | 18 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:09 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:25 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:41 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:31 | yes | 21 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:44 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:33 | yes | 12 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:24 | yes | 21 | 66 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:11 | yes | 10 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:30 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:41 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:55 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:48 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:39 | yes | 11 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:45 | yes | 21 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:42 | yes | 15 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:26 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:42 | yes | 14 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:09 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:01 | yes | 5 | 22 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:36 | yes | 19 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:49 | yes | 14 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:36 | yes | 10 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:16 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:29 | yes | 13 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:26 | yes | 15 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:59 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:30 | yes | 21 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:54 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:31 | yes | 23 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:00 | yes | 12 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:56 | yes | 24 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:17 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:38 | yes | 14 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:35 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:01 | yes | 24 | 98 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:16 | yes | 19 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:32 | yes | 5 | 31 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:12 | yes | 20 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BMC Helix read as BMC Helix ITAM
Flexera read as Flexera One IT Asset Management
Flexera One read as Flexera One IT Asset Management
InvGate read as InvGate Asset Management
Ivanti read as Ivanti Neurons for ITAM
ManageEngine read as ManageEngine AssetExplorer
ManageEngine (AssetExplorer) read as ManageEngine AssetExplorer
Rippling read as Rippling IT
ServiceNow read as ServiceNow IT Asset Management
SolarWinds read as SolarWinds Service Desk
Spiceworks read as Spiceworks Inventory
Unresolved, counted raw
ALVAO Free Plan
Asset Tiger
BMC Helix IT Asset Management
Cin7
GoCodes Asset Tracking
InvGate AssetManagement
Jira Asset Manager
Jira Service Management with Assets
ManageEngine AssetExplorer Cloud
MapTrack
OCS Inventory Next Generation
OcsInventory NG
Odoo Inventory
Snow Commander
TrackRite
Workwize
inFlow
Discontinued, still offered
No shut-down product was recommended here.