Small business▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
4%from 0% in September 2026
Inside the floor by 7 pointsRank 16 → 7 of 51
Azure · 3 categories · RankedAzure API Management
253Judge labels
15First choices
49Negative labels
14 / 14Models named it
3Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
11% in API management for mid-market buyers
Rank 3 of 61 in the mid-market standingaccepted challenger
5 of 14 models made it the first choice on the direct prompt; 17% of its 52 labels there were negative.
What the models named instead of Azure API Management →By buyer segmentRead the same way at every buyer size.
Small business7 of 58
3%33 labels
accepted challenger
Mid-market3 of 61
11%52 labels
accepted challenger
Enterprise4 of 75
6%56 labels
accepted challenger
In api management · 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 API Management 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 |
|---|---|---|---|---|---|---|---|
| API management | Developer platform | 11% | 3 of 61 | 17% | 52 | accepted challenger | ▲+6Since September 2026: 7% → 12%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| API gateways | Developer platform | 2% | 6 of 66 | 3% | 36 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| API security platforms | Security operations | 0% | 80 of 93 | 100% | 1 | under 10 labels · led by Aikido Security at 12% |
Movement
Since September 2026, Azure API Management held within the floor in all three categories: no change cleared 11 points.
Best category · API management · by segment
Mid-market▲+6Since September 2026: 7% → 12%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
12%from 7% in September 2026
Inside the floor by 5 pointsRank 5 → 2 of 50
Enterprise▼−5Since September 2026: 12% → 7%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
7%from 12% in September 2026
Inside the floor by 6 pointsRank 4 → 3 of 71
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| API management | 7% | 12% | ▲+6Since September 2026: 7% → 12%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 3 of 61 |
| API gateways | 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 8 → 6 of 66 |
| API security | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 80 of 93, unchanged |
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 API Management 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 API Management 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 | 1 | 3 | 2 | 0 | 6 |
| GPT-5.4 mini | 0 | 3 | 1 | 1 | 5 |
| Gemini 3.5 Flash | 0 | 3 | 3 | 1 | 7 |
| Perplexity Sonar | 1 | 1 | 1 | 1 | 4 |
| Grok 4.20 | 1 | 4 | 4 | 2 | 11 |
| Mistral Small | 1 | 0 | 4 | 1 | 6 |
| DeepSeek V4 Flash | 1 | 2 | 4 | 1 | 8 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 4 | 1 | 1 | 7 |
| Kimi K2 | 0 | 7 | 0 | 1 | 8 |
| GLM 4.7 FlashX | 0 | 2 | 2 | 0 | 4 |
| MiniMax M2.5 | 1 | 3 | 3 | 0 | 7 |
| GPT-6 Luna | 1 | 4 | 1 | 0 | 6 |
| Muse Glimmer 30B | 0 | 6 | 0 | 2 | 8 |
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
Direct42 labels7
Paraphrase33 labels3
Comparative61 labelsNone
Budget-constrained32 labels3
Scale-constrained39 labels2
Negative46 labels1not counted in share
First choiceAlternativeMentionNegative253 labels in all, every segment counted; 15 of the 16 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.
“I'd recommend Azure API Management if your team wants a strong all-around platform with a built-in developer portal” Perplexity Sonar · API management · paraphrase prompt · first choice
“Candidates like Kong Konnect, Tyk, Azure API Management, or Zuplo are often the right fit at this scale” DeepSeek V4 Flash · API management · scale prompt · first choice
“Choose Azure API Management if you're in the Microsoft ecosystem and want a managed, integrated solution.” Mistral Small · API management · direct prompt · first choice
“Kong and Azure API Management offer strong performance at lower total cost of ownership” Claude Haiku 4.5 · API management · direct prompt · first choice
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.
“Be cautious for scenarios requiring deep, vendor-agnostic governance and lifecycle management outside Microsoft cloud.” Muse Glimmer 30B · API management · negative prompt · soft negative
“Frequent breaking changes and retirements ... which can create upgrade fatigue and operational risk.” DeepSeek V4 Flash · API management · negative prompt · soft negative
“native cloud portals are notoriously difficult to customize and offer poor developer experiences” Gemini 3.5 Flash · API management · paraphrase prompt · soft negative
“be cautious if your primary cloud is AWS or GCP, because the management plane stays on Azure” Perplexity Sonar · API management · negative prompt · soft negative
Named alongside
The products named in the same answers as Azure API Management, over the 253 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Azure API Management was named but was not.ShowHide
Named alongside
The products named in the same answers as Azure API Management, over the 253 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Azure API Management 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 API Management. 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 220 of the 253 answers that named Azure API Management and are not a share of its labels.
Domains cited
zuplo.com102
integrate.io85
gravitee.io68
api7.ai55
geekflare.com55
dupple.com54
konghq.com48
aws.amazon.com47
g2.com47
technologyadvice.com46
607 of the 607 domain citations in answers naming Azure API Management came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Azure API Management stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Azure API Management stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 1,900 a month (“azure api management”)
- AI search demand for its name, est.
- 75 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
11%
rank 3 of 61 in API management
Segment leader
37%
Kong Gateway
- First choices
- 15 across its categories
- Named in
- 253 answers
- Its own site cited
- in 220 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 API Management
What the judge wrote, as written, with how often. The vendor table decides that these count as Azure API Management; a claim can dispute any of them.
Microsoft Azure API Management 12Azure API Management (APIM) 7Azure APIM 4Azure API Management (Microsoft) 2Azure 1Microsoft Azure API Management (APIM) 1
Follow Azure API Management
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 API Management.ShowHide
The company
Azure is the company behind Azure API Management.
ShowHideOn record
Company recordsIs 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 API Management'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 API Management, 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 API Management by email, built from the raw record of the edition. It shows:
- where Azure API Management 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 API Management, 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.
Badges
Wins only: a badge exists where Azure API Management is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Azure API Management is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideAzure API Management is among the products AI models recommend first in API management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.