# IT asset management: what fourteen AI models recommend, and why, November 2026

Gane Index, November 2026 Edition. Page: https://www.gane.ai/index/it/operations/it-asset-management/guide

Fourteen AI models were asked for IT asset management platform six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 252 answers, in which a judge labeled 111 products. Eight of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top eight in the order the mid-market standing puts them, with what the models said for and against each, in their words. Snipe-IT leads at 29% of first choices, and the standing is contested.

## At a glance

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Snipe-IT | 29% | 13% | 45 |
| 2 | Lansweeper | 20% | 12% | 52 |
| 3 | Freshservice | 16% | 13% | 45 |
| 4 | InvGate Asset Management | 14% | 0% | 23 |
| 5 | ManageEngine AssetExplorer | 8% | 7% | 43 |
| 6 | GLPI | 4% | 7% | 14 |
| 7 | Asset Panda | 2% | 14% | 22 |
| 8 | ServiceNow IT Asset Management | 2% | 52% | 44 |

## 1. Snipe-IT

Snipe-IT is #1 of 8 at 29% of first choices, 45 labels, negative rate 13%. By buyer: small business #1 of 10 at 46%; mid-market #1 of 8 at 29%; enterprise unranked.

- For: "starting with Snipe-IT (if you can self-host) or Reftab (if you want a hosted, low-cost solution) will provide the best balance of cost and functionality" (Mistral Small, budget prompt)
- For: "If you have technical staff: Go with Snipe-IT (self-hosted). It's the most mature open-source option with the largest community." (Kimi K2, budget prompt)
- Against: "Snipe-IT for large or complex environments: ... generally lacks deep automated discovery, advanced ITSM workflows, and enterprise-scale automation" (Perplexity Sonar, negative prompt)
- Against: "basic spreadsheets or free solutions (like Snipe-IT) lack the automated integrations required for modern hybrid work environments" (Gemini 3.5 Flash, direct prompt)

## 2. Lansweeper

Lansweeper is #2 of 8 at 20% of first choices, 52 labels, negative rate 12%. By buyer: small business #4 of 10 at 7%; mid-market #2 of 8 at 20%; enterprise #3 of 6 at 2%.

- For: "a balanced choice is ManageEngine AssetExplorer (cost-effective, solid core features), Lansweeper (fast discovery, broad visibility), or InvGate Asset Management" (GLM 4.7 FlashX, direct prompt)
- For: "If you mean best value for a typical mid-market B2B company: Lansweeper is often the more practical choice." (GPT-5.4 mini, direct prompt)
- Against: "Extremely low Trustpilot rating (around 1.7/5 from dozens of reviews), with frequent complaints about useless or unresponsive support" (Grok 4.20, negative prompt)
- Against: "Be wary of older, traditional scanners (like older versions of Lansweeper...) that do not integrate with modern cloud environments" (Qwen 3.7 Flash, negative prompt)

## 3. Freshservice

Freshservice is #3 of 8 at 16% of first choices, 45 labels, negative rate 13%. By buyer: small business #2 of 10 at 8%; mid-market #3 of 8 at 16%; enterprise #6 of 6 at 2%.

- For: "Strong for ITAM + service desk integration. AI features, lifecycle tracking, good for hybrid teams. Often praised for ease-of-use." (Grok 4.20, scale prompt)
- For: "Freshservice (by Freshworks) stands out as one of the best IT asset management (ITAM) platforms for a mid-market B2B company" (Grok 4.20, direct prompt)
- Against: "lists Freshservice as the best overall IT asset management software but notes explicit reasons to avoid for some buyers: Limited integrations, Scalability concerns" (Muse Glimmer 30B, negative prompt)
- Against: "Freshservice for highly customized enterprise ITAM: ... may not provide the depth required for complex enterprise configuration" (Perplexity Sonar, negative prompt)

## 4. InvGate Asset Management

InvGate Asset Management is #4 of 8 at 14% of first choices, 23 labels, negative rate 0%. By buyer: small business unranked; mid-market #4 of 8 at 14%; enterprise #5 of 6 at 2%.

- For: "The recommended hardware and software asset inventory tools for a mid-sized B2B company are:

1. InvGate Asset Management" (Llama 4 Maverick, paraphrase prompt)
- For: "1. InvGate Asset Management stands out as a purpose-built ITAM platform specifically designed for mid-market teams." (MiniMax M2.5, direct prompt)

## 5. ManageEngine AssetExplorer

ManageEngine AssetExplorer is #5 of 8 at 8% of first choices, 43 labels, negative rate 7%. By buyer: small business #6 of 10 at 3%; mid-market #5 of 8 at 8%; enterprise #4 of 6 at 2%.

- For: "My overall recommendation for most mid-market B2B companies: If you want a well-rounded, cost-effective solution with strong features — ManageEngine AssetExplorer." (DeepSeek V4 Flash, direct prompt)
- For: "I'd recommend ManageEngine AssetExplorer as the top choice for your mid-sized B2B company" (GLM 4.7 FlashX, paraphrase prompt)
- Against: "ManageEngine may lack scalability for large organizations, and advanced features like asset discovery require additional modules" (Claude Haiku 4.5, negative prompt)
- Against: "AssetExplorer cloud pricing starts at $955/year for 250 assets, so it may cost more than Snipe-IT." (GPT-6 Luna, budget prompt)

## 6. GLPI

GLPI is #6 of 8 at 4% of first choices, 14 labels, negative rate 7%. By buyer: small business #10 of 10 at 2%; mid-market #6 of 8 at 4%; enterprise unranked.

- For: "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)
- For: "the best choices are Snipe‑IT or GLPI (self‑hosted open‑source)" (GLM 4.7 FlashX, budget prompt)
- Against: "Caution level: Medium-high if you lack in-house dev/support resources." (Grok 4.20, negative prompt)

## 7. Asset Panda

Asset Panda is #7 of 8 at 2% of first choices, 22 labels, negative rate 14%. By buyer: small business #3 of 10 at 8%; mid-market #7 of 8 at 2%; enterprise unranked.

- For: "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)
- For: "Asset Panda works well for IT and operations teams that want mobile-driven audits plus approval flows" (Muse Glimmer 30B, comparative prompt)
- Against: "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)
- Against: "complaints include a nearly useless search bar ... slow mobile app, time-consuming customization, and potentially high pricing" (Grok 4.20, negative prompt)

## 8. ServiceNow IT Asset Management

ServiceNow IT Asset Management is #8 of 8 at 2% of first choices, 44 labels, negative rate 52%. By buyer: small business unranked; mid-market #8 of 8 at 2%; enterprise #1 of 6 at 63%.

- For: "ServiceNow received the highest rating of 8.6 among the leaders, is the most popular solution in terms of searches by peers, and holds the largest mind share of 11.8%." (Muse Glimmer 30B, comparative prompt)
- For: "It is widely considered the "Gold Standard" because it unifies Hardware Asset Management (HAM), Software Asset Management (SAM), and Cloud Insights" (GLM 4.7 FlashX, comparative prompt)
- Against: "Multiple AI-driven reviews recommend avoiding ServiceNow unless you are a large enterprise with dedicated administrators and a substantial budget." (Mistral Small, negative prompt)
- Against: "Avoid purchasing top-tier enterprise platforms (e.g., ServiceNow) unless you have dedicated full-time administrative staff" (Gemini 3.5 Flash, direct prompt)

## Questions the record answers

**Which IT asset management platform do AI models name first most often?** Snipe-IT, in 29% of first choices for a mid-market B2B company in the November 2026 Edition, from 45 labels. The standing is contested: the models did not settle on one product.

**Does the answer change with the size of the company?** Small business: Snipe-IT at 46%. Mid-market: Snipe-IT at 29%. Enterprise: ServiceNow IT Asset Management at 63%. Each standing is computed within its segment and never pooled.

**Which framing changes the answer?** The direct, paraphrase, budget and scale framings count toward share. The product named first differs by framing: direct Freshservice; paraphrase Lansweeper; comparative ServiceNow IT Asset Management; budget-constrained Snipe-IT; scale-constrained Freshservice. The table above has the counts.

**How stable is one answer?** The repeat measurement is published with the next edition.

**Where do the answers come from?** Fourteen of the fourteen models return sources. Their 72 answers here cite 809 pages; the sites cited most are softwareadvice.com, blog.invgate.com, gocodes.com. The category page lists them all.

**Can a vendor pay to be on this list?** No. A product is on the record because a model named it. A vendor can claim its page, propose corrections to the vendor table and be told when its standing moves; it cannot change a label, a share or a rank, and the publisher's conflicts are disclosed on the method page.

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.