Workflow orchestration · RankedServiceNow Workflow
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Make is first at 33%.
Prefect is first at 25%.
Apache Airflow is first at 29%.
Why models recommend it
No positive label carried a quote.
What gives them pause
“Avoid enterprise tools such as Workato, Camunda, or ServiceNow”Perplexity Sonar · Budget-constrained question · warning
“described as expensive with long implementation times and high complexity/heavy configuration”Muse Glimmer 30B · Negative question · warning
Also on the shortlist
The products named in the same answers as ServiceNow Workflow, over the 29 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 26 | 0 | View → | |
| 25 | 7 | View → | |
| 19 | 0 | View → | |
| 18 | 1 | View → | |
| 18 | 0 | View → | |
| 16 | 4 | View → | |
| 15 | 1 | View → | |
| 15 | 0 | View → | |
| 14 | 0 | View → | |
| 11 | 2 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on ServiceNow Workflow's own site, not checked by Gane.
- For
- customers
- Price stated
- base pay of $190,900 - $334,100
- Starting price
- 190900
- Customers named
- FedEx
- Also from ServiceNow
- ServiceNow AI, ServiceNow AI Agents, ServiceNow AI Agents / Virtual Agent, ServiceNow AI Control Tower, ServiceNow AI Governance, ServiceNow APM and 39 more
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 26 of the 29 answers that named ServiceNow Workflow and are not a share of its labels.
Domains cited
Eighty-six of the ninety-three domain citations in answers naming ServiceNow Workflow came from a third party's page. Seven were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | 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 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |