| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| HR help desk and case management | Onboarding and employee experience | 0% | 93 of 93 | 69% | 13 | criticized challenger |
| HR AI assistants | Onboarding and employee experience | 0% | 116 of 119 | 80% | 5 | under 10 labels · led by Workativ Assistant at 12% |
| Employee onboarding | Onboarding and employee experience | 0% | 43 of 104 | 0% | 2 | under 10 labels · led by BambooHR at 29% |
| Frontline employee apps | Onboarding and employee experience | 0% | 67 of 97 | 0% | 1 | under 10 labels · led by Connecteam at 56% |
| Internal talent marketplace | Performance and talent management | 0% | 95 of 129 | 0% | 1 | under 10 labels · led by Fuel50 at 26% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 6 | 6 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 2 | 1 | 3 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 3 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 0 | 3 |
| Kimi K2 | 0 | 0 | 0 | 2 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
Verbatim evidence the judge attached to positive labels.
“ServiceNow is the market leader for large enterprises looking for robust backend workflows... For massive scale/workflows: Choose ServiceNow.” Qwen 3.7 Flash · HR help desk · comparative prompt · first choice
“Best for Enterprise Scalability... Downside: Higher implementation cost and time” Qwen 3.7 Flash · HR help desk · direct 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.
“Avoid ServiceNow unless you have complex, cross-department enterprise needs... overkill for most mid-market companies” Kimi K2 · HR help desk · direct prompt · hard negative
“Heavy implementation (4–12 months), requires 3–5 IT admins; excessive for mid-market needs” Kimi K2 · HR AI assistants · paraphrase prompt · hard negative
“purchasing a dedicated, enterprise-level HR service delivery platform (like ServiceNow or Zendesk for Employee Service) is rarely cost-effective” Gemini 3.5 Flash · HR help desk · budget prompt · soft negative
“rarely a massive enterprise monolith like ServiceNow or Workday Help—which require dedicated development teams and months of implementation” Gemini 3.5 Flash · HR help desk · direct 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 48 of the 67 answers that named ServiceNow and are not a share of its labels.
146 of the 146 domain citations in answers naming ServiceNow 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 ServiceNow'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 ServiceNow, 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 servicenow.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.