IT AI Index
Index Developer platform API management › Small business September 2026 Edition

API management for small business buyers

Asked as “API management platform”, and as “API lifecycle and developer portal tool”, on behalf of a small B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Contested
38% of first choices, contested.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Zuplo38%0%39endorsed leader
02Postman17%25%36criticized challenger
03Kong Gateway17%37%65criticized challenger
04Amazon API Gateway11%22%59accepted challenger
05Tyk6%6%50accepted challenger
Show the five products at 0%, ordered by negative rate
08IBM API Connect0%100%11criticized challenger
09MuleSoft Anypoint Platform0%83%23criticized challenger
10Apigee0%80%35criticized challenger
07Azure API Management0%39%28criticized challenger
06Gravitee0%11%18accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Zuplo38%
02Postman17%
03Kong Gateway17%
04Amazon API Gateway11%
05Tyk6%
06Gravitee0%
07Azure API Management0%
08IBM API Connect0%
09MuleSoft Anypoint Platform0%
10Apigee0%

02What they warned about

Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.1 Fast, Mistral Small, Qwen 3.7 Flash, Kimi K2 and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Apigee
80%
28 of 35 labels negative · 12 of 12 models · 15 hard negative
“Key Platforms to Avoid or Approach with Caution: Apigee (Google Cloud) ... "expensive for smaller teams," "overwhelming complexity"” Grok 4.1 Fast, negative prompt
MuleSoft Anypoint Platform
83%
19 of 23 labels negative · 12 of 12 models · 14 hard negative
“Tools like **MuleSoft (Salesforce)** are designed for massive enterprises... implementation cost and operational complexity will cripple your margins.” Qwen 3.7 Flash, negative prompt
IBM API Connect
100%
11 of 11 labels negative · 11 of 12 models · 10 hard negative
“Costly features that are a barrier for small businesses, slow performance, complex features requiring significant expertise.” Kimi K2, negative prompt
Kong Gateway
37%
24 of 65 labels negative · 10 of 12 models · 3 hard negative
“**Kong Konnect**: ... its managed service can reach **$1,000+/month** quickly with overage fees” Kimi K2, direct prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 902 links across 160 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · Zuplo40 answers · 116 citations · 11 models
39 answers · 73 citations · 10 models
vendor site · Integrate.io35 answers · 38 citations · 10 models
30 answers · 31 citations · 10 models
22 answers · 22 citations · 8 models
21 answers · 28 citations · 8 models
vendor site · DigitalAPI20 answers · 33 citations · 9 models
20 answers · 23 citations · 7 models
20 answers · 20 citations · 10 models
16 answers · 16 citations · 8 models
vendor site · Gravitee15 answers · 22 citations · 8 models
vendor site · Tyk13 answers · 25 citations · 6 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best API management platform for a small B2B company?”Paraphrase“Which API lifecycle and developer portal tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top API management platforms for a small team and how do they differ?”Budget-constrained“What is the best API management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a API management platform. What should we look at?”Negative“Which API management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Kong Gateway, Zuplo
One alternativeAmazon API Gateway
PostmanChanged
Two alternativesKong Gateway, Zuplo
Apidog, Postman
Three alternativesAmazon API Gateway, Kong Gateway, Zuplo
Apidog
Two alternativesAmazon API Gateway, Postman
no first choiceagainst: Amazon API Gateway, Apigee, Azure API Management, IBM API Connect, Kong Gateway, MuleSoft Anypoint Platform, SAP
GPT-5.4 miniAmazon API Gateway
One alternativeAzure API Management
Amazon API GatewayHeld
Two alternativesGravitee, WSO2 API Manager
Amazon API Gateway
Two alternativesKong Gateway, Tyk
Tyk, WSO2 API Manager
One alternativeAmazon API Gateway
no first choiceagainst: Apigee, Azure API Management, Kong Gateway, MuleSoft Anypoint Platform, Postman, WSO2 API Manager
Gemini 3.5 FlashZuplo
Three alternativesAmazon API Gateway, Azure API Management, Tyk
against: Apigee, Kong Gateway, MuleSoft Anypoint Platform
ZuploHeld
Three alternativesMintlify, ReadMe, Tyk
against: Kong Gateway
Zuplo
Three alternativesAmazon API Gateway, KrakenD, Tyk
against: Kong Gateway
Zuplo
Four alternativesAmazon API Gateway, Azure API Management, Gravitee, Tyk
against: Kong Gateway
Zuplo
One alternativeTyk
against: Amazon API Gateway, Apache APISIX, Apigee, Azure API Management, Google Cloud API Gateway, Kong Gateway, MuleSoft Anypoint Platform
against: Amazon API Gateway, Apigee, IBM API Connect, Kong Gateway, MuleSoft Anypoint Platform
Perplexity SonarPostman
One alternativeZuplo
against: Boomi, MuleSoft Anypoint Platform
PostmanHeld
One alternativeAzure API Management
against: Apigee
Apidog, Postman
Six alternativesAmazon API Gateway, Kong Gateway, ReadMe, Stoplight, Tyk, Zuplo
Amazon API Gateway
Three alternativesKong Gateway, Postman, Tyk
no first choiceagainst: Amazon API Gateway, Apigee, Gravitee, IBM API Connect, Kong Gateway, MuleSoft Anypoint Platform, Tyk
Grok 4.1 FastKong Gateway
Two alternativesAmazon API Gateway, Zuplo
against: Postman, Tyk
ZuploChanged
Two alternativesKong Gateway, Tyk
against: Amazon API Gateway, Gravitee, Postman
Zuplo
Four alternativesAmazon API Gateway, Azure API Management, Kong Gateway, Tyk
against: Postman
Kong Gateway
Three alternativesGravitee, Tyk, Zuplo
against: Amazon API Gateway, Apigee, Google Cloud
Kong Gateway
Three alternativesAmazon API Gateway, Tyk, Zuplo
against: Apigee
against: Apigee, Azure API Management, IBM API Connect, MuleSoft Anypoint Platform, WSO2 API Manager
Mistral SmallZuplo
Two alternativesAmazon API Gateway, Kong Gateway
against: Apigee
Postman, SpeakeasyChanged
One alternativeSwaggerHub
against: Kong Gateway
Zuplo
Three alternativesAmazon API Gateway, Kong Gateway, Tyk
against: Azure API Management
Postman
Four alternativesAmazon API Gateway, Gravitee, Kong Gateway, Tyk
no first choiceagainst: Apigee, IBM API Connect, Kong Gateway, MuleSoft Anypoint Platform, Postman, SAP Integration Suite
DeepSeek V4 FlashZuplo
Three alternativesAmazon API Gateway, Postman, Tyk
against: Kong Gateway
ZuploHeld
Two alternativesGravitee, Tyk
against: Apigee, Azure API Management, Kong Gateway, MuleSoft Anypoint Platform
Tyk
Six alternativesAmazon API Gateway, Azure API Management, Gravitee, Postman, Stoplight, Zuplo
against: Kong Gateway
Zuplo
Four alternativesAmazon API Gateway, Cloudflare API Gateway, Kong Gateway, Tyk
against: Apigee
Amazon API Gateway, Zuplo
Two alternativesKong Gateway, Tyk
against: Apigee, MuleSoft Anypoint Platform
against: Apigee, Azure API Management, IBM API Connect, Kong Gateway, MuleSoft Anypoint Platform
Llama 4 Maverickno first choiceno first choiceHeldPostman
Two alternativesAmazon API Gateway, Kong Gateway
Kong Gateway
Two alternativesGravitee, Tyk
against: Amazon API Gateway, MuleSoft Anypoint Platform, Postman
no first choiceagainst: Apigee, IBM API Connect, Kong Gateway, MuleSoft Anypoint Platform
Qwen 3.7 FlashPostman
Two alternativesStoplight, Tyk
against: Apigee, Kong Gateway
Red Hat 3scaleChanged
Two alternativesAzure API Management, Tyk
against: Apigee, Kong Gateway
Zuplo
Two alternativesAmazon API Gateway, Kong Gateway
against: Apigee, MuleSoft Anypoint Platform
Kong Gateway
Three alternativesAmazon API Gateway, Redocly, Tyk
no first choiceagainst: Amazon API Gateway, Apigee, Azure API Management, Google Cloud Endpoints, IBM API Connect, Istio, MuleSoft Anypoint Platform, Tibco
Kimi K2Postman, Zuplo
One alternativeTyk
against: Amazon API Gateway, Apigee, Azure API Management, Kong Gateway
BlobrChanged
Two alternativesPostman, SwaggerHub
Tyk, Zuplo
One alternativeAmazon API Gateway
against: Kong Gateway, Postman
Amazon API Gateway, Kong Gateway
One alternativeTyk
against: Tyk
Zuplo
Four alternativesAmazon API Gateway, Kong Gateway, Postman, Tyk
against: Amazon API Gateway, Apigee, IBM API Connect, MuleSoft Anypoint Platform, SAP Integration Suite
GLM 4.7 FlashXZuplo
Four alternativesAmazon API Gateway, Azure API Management, Kong Gateway, Tyk
ZuploHeld
Three alternativesAmazon API Gateway, Gravitee, Postman
against: Apigee, SwaggerHub, Treblle
Zuplo
Five alternativesAmazon API Gateway, Azure API Management, Cloudflare API Gateway, Kong Gateway, Tyk
against: NGINX
Zuplo
Five alternativesAmazon API Gateway, Cloudflare API Gateway, Gravitee, Kong Gateway, Tyk
Postman
Two alternativesAmazon API Gateway, Kong Gateway
against: KrakenD
against: Amazon API Gateway, Apigee, Azure API Management, IBM API Connect, MuleSoft Anypoint Platform, Postman, SAP Integration Suite, Workato
MiniMax M2.5Tyk, Zuplo
One alternativeAmazon API Gateway
against: Apigee, Kong Gateway
ZuploChanged
Three alternativesApidog, ReadMe, Stoplight
Kong Gateway, Tyk, Zuplo
One alternativeAmazon API Gateway
against: Apigee, Postman
Kong Gateway, Tyk
Two alternativesGravitee, MuleSoft Anypoint Platform
against: Amazon API Gateway
no first choiceagainst: Amazon API Gateway, Apigee, Azure API Management, IBM API Connect, Kong Gateway, MuleSoft Anypoint Platform, SAP Integration Suite
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 14:00yes179 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:21yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:23yes1021 s
Direct recommendationPerplexity Sonarsonar2026-09-17 14:14yes207 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:38yes4719 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 10:58yes1210 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 14:14yes2842 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:33yes55 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:39no033 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:48yes1952 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:37yes24231 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 14:04yes511 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:50yes1813 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:29yes35 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:36yes1328 s
ParaphrasePerplexity Sonarsonar2026-09-17 10:47yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:06yes4318 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 11:06yes56 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:48yes2832 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:01yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:31yes1574 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:32yes1949 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:21yes1537 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:35yes1856 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:33yes1516 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:22yes39 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:06yes1224 s
ComparativePerplexity Sonarsonar2026-09-17 12:46yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:09yes2819 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 12:57yes911 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:20yes2328 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 09:22yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 12:38yes522 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:49yes1431 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:30yes24190 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:20yes1424 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:52yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:48yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:03yes1221 s
Budget constrainedPerplexity Sonarsonar2026-09-17 13:14yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 14:03yes1612 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 12:34yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 13:35yes1414 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:14yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:14no035 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 09:56yes1044 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:50yes1579 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:30yes929 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 11:06no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:04no010 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:36yes1227 s
Scale constrainedPerplexity Sonarsonar2026-09-17 12:06yes208 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:41yes1812 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 13:24no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 14:15yes1823 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:21yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 13:52no031 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:15yes1029 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:43yes1458 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 10:36no014 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 14:14yes1610 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:46yes76 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:06yes1217 s
Negative framingPerplexity Sonarsonar2026-09-17 09:53yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:28yes4219 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 13:51yes1110 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:44yes2530 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:03yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:37no036 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:40yes2432 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:54yes2058 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:12yes1130 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Kong read as Kong Gateway
Kong (Community Edition) read as Kong Gateway
Kong (Enterprise / Konnect) read as Kong Gateway
Kong (Konnect / Enterprise) read as Kong Gateway
Kong (Konnect) read as Kong Gateway
Kong (OSS/Konnect) read as Kong Gateway
Kong (Open Source/Konnect) read as Kong Gateway
Kong (Open-Source Edition) read as Kong Gateway
Kong (especially Kong Konnect) read as Kong Gateway
Kong Enterprise read as Kong Gateway
MuleSoft read as MuleSoft Anypoint Platform
MuleSoft (Salesforce) read as MuleSoft Anypoint Platform
WSO2 read as WSO2 API Manager
Unresolved, counted raw
Apiman
Blobr
RapidAPI Hub
Sequenzy
Speakeasy
Discontinued, still offered
No shut-down product was recommended here.
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