| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| IT service management | IT operations and endpoint | 0% | 41 of 48 | 33% | 15 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“ServiceNow and Ivanti offer the depth, and the cost, that comes with it” Claude Haiku 4.5 · ITSM · comparative prompt · alternative
“Security-focused IT, flexible deployment ... Deep security integrations” Grok 4.1 Fast · ITSM · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“perhaps the platform to be most cautious about, due to a serious, ongoing security track record” DeepSeek V4 Flash · ITSM · negative prompt · hard negative
“Clunky, dated interface with disjointed modules; Extremely steep learning curve for administrators” GLM 4.7 FlashX · ITSM · negative prompt · hard negative
“setup and tuning can be complex, which makes it a cautious choice if you want quick deployment” Perplexity Sonar · ITSM · negative prompt · soft negative
“Platforms I’d be extra cautious about: ... Ivanti Neurons for ITSM” GPT-5.4 mini · ITSM · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 47 of the 54 answers that named Ivanti Neurons for ITSM and are not a share of its labels.
185 of the 185 domain citations in answers naming Ivanti Neurons for ITSM came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Ivanti Neurons for ITSM's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Ivanti Neurons for ITSM, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at ivanti.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.