IT AI Index

Index › Vendors › Flux · September 2026 Edition

1 category · Named, not ranked

Flux

5Judge labels

0First choices

0Negative labels

3 of 12Models named it

1Category

September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.

Standing

4 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Flux was named 4 times in CI/CD, where GitHub Actions led with 65%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small businessnot named

No model named it for this buyer.

Mid-market12 of 45

under the label threshold

Enterprisenot named

No model named it for this buyer.

In ci/cd · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Flux 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
CI/CD platforms	Developer platform	0%	12 of 45	0%	4	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 Flux 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 Flux across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

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

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

Direct0 labelsNone

Paraphrase0 labelsNone

Comparative1 labelNone

Budget-constrained1 labelNone

Scale-constrained1 labelNone

Negative2 labelsNone

First choiceAlternativeMentionNegative5 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.

“GitOps-first Deployment (for Kubernetes): Argo CD or Flux” Gemini 3.5 Flash · CI/CD · negative prompt · alternative

“Kubernetes users: Argo CD or Flux (completely free)” MiniMax M2.5 · CI/CD · 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.

No model argued against it.

Named alongside

The products named in the same answers as Flux, over the 5 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Flux was named but was not.

ProductSame answerTook the first choice insteadHead to head

Argo CD5 of 50Not in the top three

GitHub Actions4 of 54Not in the top three

GitLab CI/CD4 of 52Not in the top three

CircleCI3 of 50Not in the top three

Jenkins3 of 50Not in the top three

Bitbucket Pipelines2 of 50Not in the top three

Harness2 of 50Not in the top three

OpenTofu1 of 51Not in the top three

AWS CloudFormation1 of 50Not in the top three

AWS CodePipeline1 of 50Not 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 Flux. 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 2 of the 5 answers that named Flux and are not a share of its labels.

Domains cited

aitoolsatlas.ai1

arxiv.org1

bunnyshell.com1

charlessieg.com1

checkthat.ai1

cicdcalculator.com1

citadelcloudmanagement.com1

claranet.com1

cloudaqube.com1

crashbytes.com1

Ten of the ten domain citations in answers naming Flux came from somebody else's page.

Pages cited

aitoolsatlas.ai/tools/pulumi/pros-cons1

arxiv.org/html/2504.08678v21

bunnyshell.com/blog/terraform-vs.-cloudformation-vs.-pulumi1

charlessieg.com/articles/infrastructure-as-code-cloudformation-cdk-terraform-pulumi.html1

checkthat.ai/answers/what-are-the-best-ci-cd-tools1

cicdcalculator.com/free-ci-cd-platforms1

citadelcloudmanagement.com/blog/terraform-vs-cloudformation-vs-pulumi-infrastructure-as-co1

claranet.com/uk/blog/right-and-wrong-approach-to-infrastructure-code1

Pages are listed as the models cited them.

Names read as Flux

What the judge wrote, as written, with how often. The vendor table decides that these count as Flux; a claim can dispute any of them.

Flux CD 1

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 Flux'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 Flux, 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 fluxhuman.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.