IT AI Index
Index Vendors › Azure API Management · September 2026 Edition
Azure · 2 categories · Ranked

Azure API Management

220Judge labels
10First choices
52Negative labels
12 of 12Models named it
2Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
12% in API management for enterprise buyers
Rank 5 of 55 in the mid-market standingaccepted challenger
2 of 12 models made it the first choice on the direct prompt; 20% of its 41 labels there were negative.
By buyer segmentStrongest at enterprise.
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.
CategoryFunctionShareRankNegative rateLabelsQuadrant
API managementDeveloper platform7%5 of 5520%41accepted challenger
API gatewaysDeveloper platform0%8 of 5118%33accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Azure API Management 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 Azure API Management across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.512407
GPT-5.4 mini04217
Gemini 3.5 Flash05106
Perplexity Sonar03104
Grok 4.1 Fast04239
Mistral Small11204
DeepSeek V4 Flash01225
Llama 4 Maverick00202
Qwen 3.7 Flash03328
Kimi K204048
GLM 4.7 FlashX06129
MiniMax M2.511305

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
Direct44 labels3
Paraphrase37 labels3
Comparative49 labelsNone
Budget-constrained25 labels4
Scale-constrained24 labelsNone
Negative41 labels1not counted in share
First choiceAlternativeMentionNegative220 labels in all, every segment counted; 10 of the 11 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.

“Kong or Azure API Management offer the best balance of features, scalability, and cost-effectiveness” MiniMax M2.5 · API management · direct prompt · first choice
“Kong and Azure API Management are the top choices due to their balance of features, scalability, and cost” Mistral Small · API management · direct prompt · first choice
“Kong (Kong Konnect) or Azure API Management are strong choices for mid-market B2B companies.” Claude Haiku 4.5 · API management · paraphrase prompt · first choice
“native offerings like AWS API Gateway or Azure API Management require almost zero maintenance, but they can suffer from higher cold-start latencies” Gemini 3.5 Flash · API gateways · scale 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.

“Avoid using deprecated or retired features/platforms (Azure APIM v0/v1, legacy portal, stv1” GLM 4.7 FlashX · API gateways · negative prompt · hard negative
“Azure API Management’s `stv1` compute platform was scheduled for retirement on August 31, 2024, and Microsoft recommends migrating to `stv2`” GPT-5.4 mini · API management · negative prompt · soft negative
“The Risk: While these are fantastic tools if you live entirely within that ecosystem, migrating them out is difficult.” Qwen 3.7 Flash · API management · negative prompt · soft negative
“Cost surprises around logs/telemetry ... Scaling is slow ... weaker as a standalone general-purpose choice.” DeepSeek V4 Flash · API management · negative prompt · soft negative

Named alongside

The products named in the same answers as Azure API Management, over the 220 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.
ProductSame answerTook the first choice insteadHead to head
Kong Gateway210 of 22072Not in the top three
Amazon API Gateway187 of 2206Not in the top three
Apigee183 of 22039Not in the top three
Tyk131 of 22016Not in the top three
MuleSoft Anypoint Platform124 of 2209Not in the top three
Zuplo58 of 22022Not in the top three
IBM API Connect50 of 2202Not in the top three
Gravitee41 of 2202Not in the top three
Apache APISIX38 of 2206Not in the top three
WSO2 API Manager34 of 2200Not 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 Azure API Management. 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 171 of the 220 answers that named Azure API Management and are not a share of its labels.

Domains cited

zuplo.com113
gartner.com72
moesif.com71
digitalapi.ai68
api7.ai64
integrate.io61
geekflare.com56
g2.com52
toolradar.com50
improvado.io49

656 of the 656 domain citations in answers naming Azure API Management came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

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.
Azure API Management (APIM) 6Azure APIM 6Azure API Mgmt 2Microsoft Azure API Management 2Azure 1Azure API Management (Developer Tier) 1
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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.

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 azure.cn 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.

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