Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 36 of 39, unchanged
Azure · 1 category · RankedAzure Pipelines
51Judge labels
1First choices
10Negative labels
14 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
2% in CI/CD for enterprise buyers
Rank 8 of 43 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 11% of its 19 labels there were negative.
What the models named instead of Azure Pipelines →By buyer segmentRead the same way at every buyer size.
Small business36 of 41
0%13 labels
criticized challenger
Mid-market8 of 43
0%19 labels
accepted challenger
Enterprise8 of 47
2%18 labels
accepted challenger
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 Azure Pipelines 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 | Since September 2026 |
|---|---|---|---|---|---|---|---|
| CI/CD platforms | Developer platform | 0% | 8 of 43 | 11% | 19 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Azure Pipelines held within the floor in its one category: no change cleared 11 points.
Best category · CI/CD · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 10 → 8 of 39
Enterprise▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 26 → 8 of 43
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| CI/CD | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 10 → 8 of 43 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Azure Pipelines across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Azure Pipelines across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 0 | 4 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 2 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 1 | 0 | 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
Direct10 labelsNone
Paraphrase8 labels1
Comparative18 labelsNone
Budget-constrained0 labelsNone
Scale-constrained5 labelsNone
Negative10 labelsNone
First choiceAlternativeMentionNegative51 labels in all, every segment counted; 1 of the 1 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.
“If your stack is Azure‑centric and you need strict compliance: Azure DevOps Pipelines is the natural choice.” GLM 4.7 FlashX · CI/CD · direct prompt · alternative
“Choose Azure Pipelines if your company is heavily invested in the Microsoft ecosystem or Azure DevOps.” GPT-5.4 mini · CI/CD · direct prompt · alternative
“Use Azure DevOps if you're a Microsoft-shop and want everything integrated with Azure.” DeepSeek V4 Flash · CI/CD · comparative prompt · alternative
“Azure DevOps or a Microsoft-heavy development setup: Azure Pipelines” GPT-6 Luna · CI/CD · paraphrase 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.
“Microsoft advises against running fork builds on self-hosted agents” GPT-6 Luna · CI/CD · negative prompt · soft negative
“Vendor lock-in fragments multi-cloud; outages noted” Grok 4.20 · CI/CD · negative prompt · soft negative
Named alongside
The products named in the same answers as Azure Pipelines, over the 51 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Azure Pipelines was named but was not.ShowHide
Named alongside
The products named in the same answers as Azure Pipelines, over the 51 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Azure Pipelines was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. 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 Azure Pipelines. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 48 of the 51 answers that named Azure Pipelines and are not a share of its labels.
Domains cited
blog.jetbrains.com26
harness.io18
atlassian.com14
octopus.com14
circleci.com13
linkedin.com13
zendikt.com13
about.gitlab.com12
cloud.folio3.com12
dev.to12
147 of the 147 domain citations in answers naming Azure Pipelines came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Azure Pipelines stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Azure Pipelines stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 1,000 a month (“azure pipelines”)
- AI search demand for its name, est.
- 336 a month
- Its own site
- It sits on Azure's site (azure.cn), so there are no site figures for it alone
In answers
This editionShare of first choices
0%
rank 8 of 43 in CI/CD
Segment leader
68%
GitHub Actions
- First choices
- 1 across its categories
- Named in
- 51 answers
- Its own site cited
- in 48 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
Names read as Azure Pipelines
What the judge wrote, as written, with how often. The vendor table decides that these count as Azure Pipelines; a claim can dispute any of them.
Azure DevOps Pipelines 12Azure DevOps / Azure Pipelines 1
Follow Azure Pipelines
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Azure is the company behind Azure Pipelines.ShowHide
The company
Azure is the company behind Azure Pipelines.
ShowHideOn record
Company records- Also from Azure
- Azure ACR, Azure AD Conditional Access, Azure AD Graph API, Azure AI Document Intelligence, Azure AI Foundry, Azure AI Gateway, Azure AI Search, Azure API Management and 79 more
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 Azure Pipelines'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 Azure Pipelines, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Azure Pipelines by email, built from the raw record of the edition. It shows:
- where Azure Pipelines is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Azure Pipelines, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.