Every category where a model named Argo Workflows for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Workflow orchestration	Data platform	0%	15 of 86	21%	19	accepted challenger
CI/CD platforms	Developer platform	0%	25 of 45	0%	1	under 10 labels · led by GitHub Actions at 65%

Movement

This is the first edition on this tier, so no move can be computed for Argo Workflows yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Argo Workflows across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	1	0	1
GPT-5.4 mini	2	0	1	3
Gemini 3.5 Flash	0	0	1	1
Perplexity Sonar	0	1	1	2
Grok 4.1 Fast	1	0	1	2
Mistral Small	0	2	0	2
DeepSeek V4 Flash	0	1	0	1
Llama 4 Maverick	0	2	0	2
Qwen 3.7 Flash	1	1	0	2
Kimi K2	1	1	0	2
GLM 4.7 FlashX	1	1	0	2
MiniMax M2.5	0	0	0	0

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct1 labelNone

Paraphrase1 labelNone

Comparative14 labelsNone

Budget-constrained7 labelsNone

Scale-constrained6 labelsNone

Negative14 labelsNone

First choiceAlternativeMentionNegative43 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Argo Workflows is often the better fit because it is a container-native workflow engine built on Kubernetes CRDs” GPT-5.4 mini · Orchestration · direct prompt · alternative

“If your company is already running on Kubernetes (Docker containers), Argo is often the smartest financial choice.” Qwen 3.7 Flash · Orchestration · budget prompt · alternative

“Argo Workflows - Kubernetes-native for cloud-native/DevOps teams (open-source, CNCF).” Grok 4.1 Fast · Orchestration · comparative prompt · alternative

“a good low-cost choice if you're already Kubernetes-native” GPT-5.4 mini · Orchestration · budget prompt · alternative

And against it

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.

“If your organization does not already have a dedicated Kubernetes platform team, do not adopt Argo.” Gemini 3.5 Flash · Orchestration · negative prompt · hard negative

“Be cautious if you need: Simple non-Kubernetes deployment... often operationally heavier than it first appears” GPT-5.4 mini · Orchestration · negative prompt · soft negative

“pitfalls include UI slowdowns at 1000+ pods, pod evictions killing long jobs... Avoid for non-K8s environments” Grok 4.1 Fast · Orchestration · negative prompt · soft negative

“be cautious if you are not already Kubernetes-native” Perplexity Sonar · Orchestration · negative prompt · soft negative

Named alongside

The products named in the same answers as Argo Workflows, over the 43 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Argo Workflows was named but was not.

ProductSame answerTook the first choice insteadHead to head

Apache Airflow38 of 434Not in the top three

Prefect34 of 434Not in the top three

Dagster29 of 431Not in the top three

Temporal28 of 431Not in the top three

n8n20 of 435Not in the top three

Camunda20 of 430Not in the top three

Zapier17 of 432Not in the top three

AWS Step Functions16 of 430Not in the top three

Make14 of 434Not in the top three

Microsoft Power Automate11 of 430Not in the top three

A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Argo Workflows. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 36 of the 43 answers that named Argo Workflows and are not a share of its labels.

Domains cited

elementum.ai19

teamwork.com19

zapier.com19

devopsschool.com18

reddit.com16

enate.io15

wrike.com13

kanerika.com9

kestra.io9

thedigitalprojectmanager.com8

145 of the 145 domain citations in answers naming Argo Workflows came from somebody else's page.

Pages cited

elementum.ai/blog/best-workflow-orchestration-tools19

teamwork.com/blog/workflow-orchestration-tools19

zapier.com/blog/workflow-orchestration-tools19

devopsschool.com/blog/top-10-workflow-orchestration-tools-features-pros-cons-comparison17

enate.io/blog/workflow-orchestration-tools15

wrike.com/workflow-guide/workflow-orchestration-tools13

kanerika.com/blogs/workflow-orchestration-tools9

reddit.com/r/dataengineering/comments/1cxyvqk/airflow_vs_dagster_vs_prefect_vs8

Pages are listed as the models cited them.

Is this your product?

Claim this page

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 Argo Workflows'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 Argo Workflows, 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 argoworkflows.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.