IT asset management · November 2026 Edition
InvGate Asset Management vs Asset Panda
Four of fourteen models named InvGate Asset Management first on the direct prompt; one named Asset Panda. InvGate Asset Management was named by eleven of the fourteen models and Asset Panda by twelve and InvGate Asset Management carries 23 labels and Asset Panda 22, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share14%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 12; printed, not drawn.
Labels2322A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, InvGate Asset Management reading right to left. Rank and label count are printed, not drawn.Lansweeper was named alongside these two in eleven of the fourteen direct answers. Snipe-IT vs InvGate Asset Management · Snipe-IT vs Asset Panda · Lansweeper vs InvGate Asset Management
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the IT asset management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
InvGate Asset ManagementFirst choices, of fourteen modelsAsset Panda
Direct41
Paraphrase30
Comparative00
Budget-constrained00
Scale-constrained00
Negative003 against Asset Panda
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, InvGate Asset Management and Asset Panda were named in the same answer eighteen times, of the 43 answers naming InvGate Asset Management and the 74 naming Asset Panda. In those answers Asset Panda took the first choice zero times and InvGate Asset Management two.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where InvGate Asset Management and Asset Panda stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | |||||
| Perplexity Sonar | | | ||||
| Grok 4.20 | | | ||||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | ||||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | | |
InvGate Asset Management Asset Panda first choice named as an alternative argued againstblank: not namedEach cell is one answer, InvGate Asset Management on the left and Asset Panda on the right.The direct prompt
The plain question, one answer per model, grouped by where InvGate Asset Management and Asset Panda stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Mistral SmallAsset Panda, InvGate Asset Management alternatives: Device42, Lansweeper, ServiceNow IT Asset Management
InvGate Asset Management first, Asset Panda an alternative
3 of 14 modelsAsset Panda was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXInvGate Asset Management, Lansweeper, ManageEngine AssetExplorer alternatives: Asset Panda, Flexera One IT Asset Management, NinjaOne, ServiceNow IT Asset Management
MiniMax M2.5InvGate Asset Management alternatives: Asset Panda, Freshservice
GPT-6 LunaInvGate Asset Management alternatives: Freshservice, Lansweeper, ManageEngine AssetExplorer
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Freshservice alternatives: AssetSonar, InvGate Asset Management, ManageEngine AssetExplorer, Snipe-IT
Perplexity SonarFreshservice alternatives: Asset Panda, Lansweeper, ManageEngine AssetExplorer
DeepSeek V4 FlashManageEngine AssetExplorer alternatives: Asset Panda, InvGate Asset Management, Lansweeper, NinjaOne
Kimi K2Freshservice alternatives: Asset Panda, Lansweeper, ManageEngine AssetExplorer
Muse Glimmer 30BFreshservice, Freshworks alternatives: Device42, InvGate Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset Management
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniLansweeper, ServiceNow IT Asset Management alternatives: AssetSonar, Flexera One IT Asset Management, Freshservice
Gemini 3.5 FlashFreshservice alternatives: AssetSonar, BlueTally, Lansweeper, ManageEngine AssetExplorer, Setyl
Grok 4.20Freshservice alternatives: Lansweeper, ManageEngine AssetExplorer, NinjaOne
Llama 4 Maverickno first choice
Qwen 3.7 FlashFreshservice alternatives: Jira Service Management, Lansweeper, ManageEngine AssetExplorer, Snipe-IT
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Asset Panda leads by eight points.
Asset Panda8%#3 of 12InvGate Asset Management0%#– of 12Mid-marketThe figures above
The order flips: InvGate Asset Management leads at mid-market.
InvGate Asset Management14%#4 of 12Asset Panda2%#7 of 12Enterprise
InvGate Asset Management leads by two points.
InvGate Asset Management2%#5 of 12Asset Panda0%#11 of 12What the models said about InvGate Asset Management
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“The recommended hardware and software asset inventory tools for a mid-sized B2B company are: 1. InvGate Asset Management” Llama 4 Maverick · paraphrase prompt · first choice
“1. InvGate Asset Management stands out as a purpose-built ITAM platform specifically designed for mid-market teams.” MiniMax M2.5 · direct prompt · first choice
“The most repeatedly cited fit for that mid-market profile is InvGate Asset Management.” Muse Glimmer 30B · paraphrase prompt · first choice
What the models said about Asset Panda
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Asset Panda has no discovery functionality—all asset data entry is manual—and is not designed for enterprise ITAM, software licensing, or compliance tracking” Claude Haiku 4.5 · negative prompt · soft negative
“complaints include a nearly useless search bar ... slow mobile app, time-consuming customization, and potentially high pricing” Grok 4.20 · negative prompt · soft negative
“Do not buy a hardware-first tool expecting it to automate software compliance or SaaS discovery” Gemini 3.5 Flash · negative prompt · soft negative
“Asset Panda and InvGate Asset Management are top choices due to their ease of use, comprehensive features, and strong customer feedback.” Mistral Small · direct prompt · first choice
“Asset Panda works well for IT and operations teams that want mobile-driven audits plus approval flows” Muse Glimmer 30B · comparative prompt · alternative
“Choose Asset Panda when configurable asset workflows and mobile inventory operations matter more” Perplexity Sonar · direct prompt · alternative
Also compared
Snipe-IT vs InvGate Asset ManagementSnipe-IT vs Asset PandaLansweeper vs InvGate Asset ManagementLansweeper vs Asset PandaFreshservice vs InvGate Asset ManagementFreshservice vs Asset PandaInvGate Asset Management vs ManageEngine AssetExplorerInvGate Asset Management vs GLPIInvGate Asset Management vs ServiceNow IT Asset ManagementManageEngine AssetExplorer vs Asset PandaGLPI vs Asset PandaAsset Panda vs ServiceNow IT Asset ManagementAll twenty-eight head-to-head pages and the full ITAM standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.