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IT service management · October 2026 Edition
Spiceworks Cloud Help Desk vs InvGate Service Management
Zero of fourteen models named Spiceworks Cloud Help Desk first on the direct prompt; zero named InvGate Service Management. Spiceworks Cloud Help Desk was named by ten of the fourteen models and InvGate Service Management by seven and Spiceworks Cloud Help Desk carries 10 labels and InvGate Service Management 12, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 11; printed, not drawn.
Labels1012A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Spiceworks Cloud Help Desk reading right to left. Rank and label count are printed, not drawn.Freshservice was named alongside these two in fourteen of the fourteen direct answers. Freshservice vs Spiceworks Cloud Help Desk · Freshservice vs InvGate Service Management · Jira Service Management vs Spiceworks Cloud Help Desk
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 service 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.
Spiceworks Cloud Help DeskFirst choices, of fourteen modelsInvGate Service Management
Direct00
Paraphrase00
Comparative00
Budget-constrained40
Scale-constrained01
Negative001 against Spiceworks Cloud Help Desk
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 Spiceworks Cloud Help Desk and InvGate Service Management 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 4.1 Fast | | | | |||
| 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 |
Spiceworks Cloud Help Desk InvGate Service Management first choice named as an alternative argued againstblank: not namedEach cell is one answer, Spiceworks Cloud Help Desk on the left and InvGate Service Management on the right.The direct prompt
The plain question, one answer per model, grouped by where Spiceworks Cloud Help Desk and InvGate Service Management stood in it.
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Freshservice alternatives: InvGate Service Management, ManageEngine ServiceDesk Plus, SysAid
Gemini 3.5 FlashFreshservice alternatives: HaloITSM, InvGate Service Management, Jira Service Management, SysAid
Grok 4.1 FastFreshservice alternatives: InvGate Service Management, Jira Service Management, SysAid
Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniFreshservice alternatives: Jira Service Management, ManageEngine ServiceDesk Plus
Perplexity SonarFreshservice alternatives: BMC Helix ITSM, Jira Service Management, ServiceDesk Plus, SysAid
Mistral SmallFreshservice alternatives: Jira Service Management, SolarWinds Service Desk
DeepSeek V4 FlashFreshservice alternatives: Jira Service Management, ManageEngine ServiceDesk Plus
Llama 4 MaverickFreshservice, Hiver, ManageEngine ServiceDesk Plus
Qwen 3.7 FlashFreshservice, Jira Service Management
Kimi K2Freshservice alternatives: Jira Service Management, ManageEngine ServiceDesk Plus
GLM 4.7 FlashXFreshservice alternatives: Jira Service Management, ManageEngine ServiceDesk Plus
MiniMax M2.5Freshservice, Jira Service Management
GPT-6 LunaFreshservice alternatives: Jira Service Management, ManageEngine ServiceDesk Plus
Muse Glimmer 30BFreshservice alternatives: Jira Service Management, ManageEngine ServiceDesk Plus, Zendesk
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
Spiceworks Cloud Help Desk leads by five points.
Spiceworks Cloud Help Desk5%#5 of 12InvGate Service Management0%#9 of 12Mid-marketThe figures above
Spiceworks Cloud Help Desk leads by five points.
Spiceworks Cloud Help Desk7%#4 of 11InvGate Service Management2%#5 of 11Enterprise
Level: the same share of first choices.
Spiceworks Cloud Help Desk0%#– of 9InvGate Service Management0%#– of 9What the models said about Spiceworks Cloud Help Desk
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Fine for tiny teams, but no SSO, limited user provisioning, and scaling issues—avoid if you have compliance needs.” DeepSeek V4 Flash · negative prompt · soft negative
“Overall best starter: Spiceworks—it's the most straightforward zero-barrier entry for limited budgets” Grok 4.1 Fast · budget prompt · first choice
“Spiceworks Cloud Help Desk if you want the lowest-cost entry point” Perplexity Sonar · budget prompt · first choice
“Very tight budget / small team: Spiceworks Cloud Help Desk” GPT-5.4 mini · budget prompt · first choice
What the models said about InvGate Service 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.
“Freshservice or InvGate are strong mid-market fits.” DeepSeek V4 Flash · scale prompt · first choice
“Solid, cost-efficient choices that offer balanced ITIL practices with easy setup for mid-sized organizations.” Gemini 3.5 Flash · scale prompt · alternative
“Value + scalability: InvGate or SysAid—high ratings, AI-native without bloat.” Grok 4.1 Fast · direct prompt · alternative
Also compared
Freshservice vs Spiceworks Cloud Help DeskFreshservice vs InvGate Service ManagementJira Service Management vs Spiceworks Cloud Help DeskJira Service Management vs InvGate Service ManagementManageEngine ServiceDesk Plus vs Spiceworks Cloud Help DeskManageEngine ServiceDesk Plus vs InvGate Service ManagementSpiceworks Cloud Help Desk vs SolarWinds Service DeskInvGate Service Management vs SolarWinds Service DeskAll fifteen head-to-head pages and the full ITSM 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.