IT asset management · November 2026 Edition
GLPI vs Asset Panda
Zero of fourteen models named GLPI first on the direct prompt; one named Asset Panda. GLPI was named by ten of the fourteen models and Asset Panda by twelve and GLPI carries 14 labels and Asset Panda 22, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 12; printed, not drawn.
Labels1422A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, GLPI 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 GLPI · Snipe-IT vs Asset Panda · Lansweeper vs GLPI
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.
GLPIFirst choices, of fourteen modelsAsset Panda
Direct01
Paraphrase00
Comparative00
Budget-constrained20
Scale-constrained00
Negative001 against GLPI · 3 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where GLPI 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 | | |
GLPI Asset Panda first choice named as an alternative argued againstblank: not namedEach cell is one answer, GLPI on the left and Asset Panda on the right.The direct prompt
The plain question, one answer per model, grouped by where GLPI and Asset Panda stood in it.
Asset Panda first, GLPI not the choice
1 of 14 modelsGLPI was named in the answer but not as the choice, or not at all.Mistral SmallAsset Panda, InvGate Asset Management alternatives: Device42, Lansweeper, ServiceNow IT Asset Management
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.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
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
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Freshservice alternatives: AssetSonar, InvGate Asset Management, ManageEngine AssetExplorer, Snipe-IT
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
GPT-6 LunaInvGate Asset Management alternatives: Freshservice, Lansweeper, ManageEngine AssetExplorer
Muse Glimmer 30BFreshservice, Freshworks alternatives: Device42, InvGate Asset Management, Ivanti Neurons for ITAM, Lansweeper, ManageEngine AssetExplorer, ServiceNow IT Asset Management
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 seven points.
Asset Panda8%#3 of 12GLPI2%#10 of 12Mid-marketThe figures above
The order flips: GLPI leads at mid-market.
GLPI4%#6 of 12Asset Panda2%#7 of 12Enterprise
Level: the same share of first choices.
GLPI0%#– of 12Asset Panda0%#11 of 12What the models said about GLPI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Caution level: Medium-high if you lack in-house dev/support resources.” Grok 4.20 · negative prompt · soft negative
“Snipe-IT/GLPI self-hosted or Lansweeper's 100-asset free tier are the most cited cost-effective starting points” Muse Glimmer 30B · budget prompt · first choice
“the best choices are Snipe‑IT or GLPI (self‑hosted open‑source)” GLM 4.7 FlashX · budget 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 GLPISnipe-IT vs Asset PandaLansweeper vs GLPILansweeper vs Asset PandaFreshservice vs GLPIFreshservice vs Asset PandaInvGate Asset Management vs GLPIInvGate Asset Management vs Asset PandaManageEngine AssetExplorer vs GLPIManageEngine AssetExplorer vs Asset PandaGLPI vs ServiceNow IT Asset ManagementAsset 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.