Index › Cloud and infrastructure › Cloud hosting › Enterprise › September 2026 Edition

Cloud hosting for enterprise buyers

Asked as “cloud hosting provider”, and as “infrastructure-as-a-service cloud”, on behalf of an enterprise B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Amazon Web Services

Clear leader

57% of first choices, clear leader.

ShowinginAll 67 categories →

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.

Small business

DigitalOcean40%Clear leaderStanding →Mid-market

Amazon Web Services29%ContestedStanding →Enterprise

Amazon Web Services57%Clear leaderThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

Amazon Web Services17%59endorsed leader

Microsoft Azure4%46accepted challenger

Oracle Cloud Infrastructure12%26accepted challenger

Azure62%13criticized challenger

Google Cloud13%54accepted challenger

Show the three products at 0%, ordered by negative rate

DigitalOcean60%10criticized challenger

Alibaba Cloud55%11criticized challenger

IBM6%17accepted 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.

Head to head

Amazon Web Services vs Microsoft Azure Amazon Web Services vs DigitalOcean Microsoft Azure vs DigitalOcean

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative70%

Key

Amazon Web Services57%

Microsoft Azure27%

Oracle Cloud Infrastructure5%

Azure5%

Google Cloud2%

IBM0%

DigitalOcean0%

Alibaba Cloud0%

02What they warned about

Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash and Kimi K2 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.

Amazon Web Services

17%

10 of 59 labels negative · 9 of 12 models

“Hyperscale clouds like AWS, Azure, and Google Cloud (GCP) are built on variable, consumption-based billing models where data egress, API calls, and usage spikes can lead to massive "bill shock".” Gemini 3.5 Flash, budget prompt

Azure

62%

8 of 13 labels negative · 7 of 12 models

“variable, consumption-based billing models where data egress, API calls, and usage spikes can lead to massive "bill shock"” Gemini 3.5 Flash, budget prompt

Google Cloud

13%

7 of 54 labels negative · 7 of 12 models

“often the default enterprise choices ... But even with them, enterprises should still be cautious about: cost complexity, lock-in” GPT-5.4 mini, negative prompt

DigitalOcean

60%

6 of 10 labels negative · 6 of 12 models

“better suited to simpler infrastructure and predictable workloads... not the first choice for highly complex enterprise environments” Perplexity Sonar, negative 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

61 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. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 806 links across 341 sites, every framing counted. Ranked by the number of answers carrying the site or page.

geekflare.com

21 answers · 22 citations · 9 models

worldmetrics.org

18 answers · 18 citations · 9 models

wifitalents.com

13 answers · 13 citations · 9 models

digitalocean.com

vendor site · DigitalOcean12 answers · 14 citations · 9 models

atlantic.net

vendor site · Atlantic.Net11 answers · 12 citations · 5 models

aws.amazon.com

vendor site · Amazon9 answers · 15 citations · 4 models

hostingadvice.com

9 answers · 11 citations · 6 models

guideflow.com

vendor site · Guideflow9 answers · 9 citations · 6 models

kellton.com

9 answers · 9 citations · 6 models

meridianitinc.com

9 answers · 9 citations · 6 models

crn.com

8 answers · 17 citations · 5 models

oracle.com

vendor site · Oracle8 answers · 13 citations · 5 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.

geekflare.com/hosting/best-cloud-hosting-platforms

21 answers · 9 models

worldmetrics.org/service/enterprise-cloud-hosting

15 answers · 9 models

wifitalents.com/service/enterprise-cloud-hosting

13 answers · 9 models

digitalocean.com/resources/articles/cloud-service-providers

10 answers · 9 models

atlantic.net/vps-hosting/how-to-find-the-top-cloud-hosting-providers

9 answers · 5 models

kellton.com/kellton-tech-blog/aws-vs-azure-vs-google-cloud-best-enterprise-…

9 answers · 6 models

meridianitinc.com/blog/best-cloud-server-hosting-providers

9 answers · 6 models

blog.servermania.com/top-cloud-hosting-provider

7 answers · 4 models

hostingadvice.com/how-to/aws-azure-google-cloud-alternatives

7 answers · 6 models

starterdocs.js.org/docs/comparisons/cloud-providers

7 answers · 7 models

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 cloud hosting provider for an enterprise B2B company?”Paraphrase“Which infrastructure-as-a-service cloud would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade cloud hosting providers and how do they differ?”Budget-constrained“What is the best cloud hosting provider for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a cloud hosting provider. What should we look at?”Negative“Which cloud hosting providers should a large enterprise avoid or be cautious about?”

Claude Haiku 4.5Amazon Web Services

Three alternatives

Google Cloud, IBM, Microsoft Azure

Amazon Web Services, Microsoft AzureChanged

Two alternatives

Google Cloud, IBM

Amazon Web Services, Microsoft Azure

One alternative

Google Cloud

Amazon Web Services, Azure

One alternative

DigitalOcean

no first choiceagainst: Amazon Web Services, Azure, DigitalOcean

GPT-5.4 miniAmazon Web Services

Two alternatives

Google Cloud, Microsoft Azure

Amazon Web ServicesHeld

Two alternatives

Azure, Google Cloud

Amazon Web Services

Three alternatives

Google Cloud, Microsoft Azure, Oracle Cloud Infrastructure

Amazon Web Services, Azure

One alternative

Google Cloud

no first choiceagainst: Amazon Web Services, Google Cloud, Microsoft Azure

Gemini 3.5 FlashMicrosoft Azure

Seven alternatives

Acquia, Amazon Web Services, Google Cloud, Netlify, Pantheon, Vercel, WP Engine / Flywheel

Microsoft AzureHeld

Two alternatives

Amazon Web Services, Google Cloud

Amazon Web Services

Four alternatives

Google Cloud, IBM, Microsoft Azure, Oracle Cloud Infrastructure

Oracle Cloud Infrastructure

Six alternatives

Akamai Connected Cloud, DigitalOcean, Microsoft Windows 365, OVHcloud, OpenMetal, Rackspace

against: Amazon Web Services, Azure, Google Cloudno first choiceagainst: Alibaba Cloud, Bluehost, CoreWeave, DigitalOcean, Fly.io, GoDaddy, Heroku, Hostinger, Lambda Labs, Oracle Cloud Infrastructure, Render, Tencent Cloud

Perplexity SonarAmazon Web Services

Three alternatives

Google Cloud, IBM, Microsoft Azure

Amazon Web Services, Microsoft AzureChanged

Two alternatives

Google Cloud, Oracle Cloud Infrastructure

Amazon Web Services

Six alternatives

Atlantic.Net, Google Cloud, IBM, Microsoft Azure, Oracle Cloud Infrastructure, Rackspace

Akamai Connected Cloud

Two alternatives

Cloudways, DigitalOcean

against: Amazon Web Services, Azure, Google Cloudno first choiceagainst: Acquia, Akamai Connected Cloud, Alibaba Cloud, DigitalOcean, Kinsta, OVHcloud, Rackspace, Vultr, WP Engine

Grok 4.1 FastAmazon Web Services

Two alternatives

Google Cloud, Microsoft Azure

Amazon Web ServicesHeld

Two alternatives

Google Cloud, Microsoft Azure

Amazon Web Services

Three alternatives

Google Cloud, Microsoft Azure, Oracle Cloud Infrastructure

against: Alibaba Cloud, IBMAmazon Web Services

Three alternatives

Google Cloud, Microsoft Azure, Oracle Cloud Infrastructure

no first choiceagainst: Alibaba Cloud, Oracle Cloud Infrastructure, Tencent Cloud

Mistral SmallAmazon Web Services

Two alternatives

Google Cloud, Microsoft Azure

Amazon Web ServicesHeld

One alternative

Microsoft Azure

Amazon Web Services

Four alternatives

Google Cloud, IBM, Microsoft Azure, Rackspace Technology

against: DigitalOcean, VultrOpenMetal

Two alternatives

Concourse Cloud, Oracle Cloud Infrastructure

against: AWS RDS for SQL Server, Azure SQL Managed Instanceno first choiceagainst: Amazon Web Services, Azure, GCP

DeepSeek V4 FlashAmazon Web Services, Microsoft Azure

One alternative

Google Cloud

Microsoft AzureChanged

Two alternatives

Amazon Web Services, Google Cloud

Amazon Web Services

Five alternatives

Alibaba Cloud, Google Cloud, IBM, Microsoft Azure, Oracle Cloud Infrastructure

Amazon Web Services

One alternative

Microsoft Azure

against: Google Cloudno first choiceagainst: Akamai Connected Cloud, Amazon Web Services, Azure, Bluehost, DigitalOcean, GCP, GoDaddy, Hetzner, HostGator, OVHcloud, Rackspace Technology, Vultr

Llama 4 MaverickAmazon Web Services, Google Cloud, Microsoft Azure

Four alternatives

Akamai Connected Cloud, DigitalOcean, Vercel, Vultr

no first choiceChangedAmazon Web Services

Three alternatives

Google Cloud, Microsoft Azure, Oracle Cloud Infrastructure

no first choiceno first choiceagainst: Amazon Web Services, Google Cloud, Microsoft Azure

Qwen 3.7 FlashAmazon Web Services

Two alternatives

Google Cloud, Microsoft Azure

Amazon Web Services, Microsoft AzureChanged

One alternative

Google Cloud

Amazon Web Services

Three alternatives

Google Cloud, Microsoft Azure, Oracle Cloud Infrastructure

Amazon Web Services, Microsoft Azure

One alternative

Google Cloud

no first choiceagainst: Contabo, Huawei, OVHcloud

Kimi K2Amazon Web Services, Microsoft Azure

One alternative

Google Cloud

Microsoft AzureChanged

Two alternatives

Amazon Web Services, Google Cloud

Amazon Web Services

Four alternatives

Google Cloud, IBM, Microsoft Azure, Oracle Cloud Infrastructure

against: Alibaba CloudMicrosoft Azure

Three alternatives

Amazon Web Services, IBM, Oracle Cloud Infrastructure

no first choiceagainst: Alibaba Cloud, Amazon Web Services, Azure, Google Cloud, Huawei, Oracle Cloud Infrastructure, Tencent Cloud

GLM 4.7 FlashXAmazon Web Services

Three alternatives

Google Cloud, Microsoft Azure, Oracle Cloud Infrastructure

Amazon Web ServicesHeld

Two alternatives

Google Cloud, Microsoft Azure

Amazon Web Services

Five alternatives

Alibaba Cloud, Google Cloud, IBM, Microsoft Azure, Oracle Cloud Infrastructure

Oracle Cloud Infrastructure

One alternative

OpenMetal

against: Amazon Web Services, Azureno first choiceagainst: Amazon Web Services, Azure, Bluehost, DigitalOcean, GoDaddy, Google Cloud, HostGator, Neoclouds, Newfold Digital, Vultr, iPage

MiniMax M2.5Amazon Web Services

Two alternatives

Google Cloud, Microsoft Azure

Amazon Web ServicesHeld

One alternative

Microsoft Azure

Amazon Web Services

Five alternatives

Alibaba Cloud, Google Cloud, IBM, Microsoft Azure, Oracle Cloud Infrastructure

Amazon Web Services

Two alternatives

Google Cloud, Microsoft Azure

no first choicenothing named

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.

Prompt	Model	Version string	Time (UTC)	Searched	Sources	Latency
Direct recommendation	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 08:56	no	0	4 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 09:02	yes	4	7 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 08:21	yes	8	22 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-17 09:09	yes	20	5 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 08:22	yes	34	12 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 08:45	yes	10	7 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 08:56	yes	10	14 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 08:54	yes	5	2 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 08:36	yes	5	30 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 08:57	yes	10	27 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 09:12	yes	24	127 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 08:55	yes	10	44 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 09:09	no	0	5 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 08:30	yes	3	6 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 09:00	yes	10	28 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-17 08:40	yes	20	6 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 08:25	yes	15	7 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 08:35	yes	5	4 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 08:49	yes	19	16 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 08:20	yes	5	3 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 08:26	no	0	50 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 08:34	yes	10	30 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 08:29	yes	15	29 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 09:11	yes	5	57 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 08:21	yes	18	9 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 08:53	yes	4	8 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 08:52	yes	18	26 s
Comparative	Perplexity Sonar	`sonar`	2026-09-17 08:28	yes	20	9 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 08:19	yes	15	8 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 09:01	yes	8	9 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 08:51	yes	15	13 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 09:09	yes	5	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 09:05	no	0	41 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 09:00	yes	15	37 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 08:58	yes	24	52 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 09:03	yes	5	23 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 08:35	yes	18	11 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 09:01	yes	4	5 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 09:15	yes	26	28 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-17 08:30	yes	20	5 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 09:11	yes	25	16 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 08:51	yes	13	28 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 08:25	yes	10	16 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 08:33	yes	5	3 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 09:04	yes	10	41 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 08:30	yes	15	37 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 08:28	yes	30	60 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 08:20	yes	13	32 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 08:27	no	0	5 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 09:06	no	0	9 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 08:22	no	0	16 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-17 08:36	yes	20	7 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 08:19	yes	25	12 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 09:12	no	0	9 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 08:36	yes	24	28 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 09:04	yes	5	3 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 08:53	yes	5	29 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 09:07	yes	10	63 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 08:33	no	0	51 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 08:43	no	0	71 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 08:57	yes	18	10 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 08:54	no	0	7 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 08:55	yes	12	27 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-17 08:48	yes	20	10 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 08:53	yes	25	13 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 08:54	yes	15	10 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 08:32	yes	29	31 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 08:24	yes	5	3 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 08:37	yes	25	123 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 08:49	yes	30	67 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 09:01	yes	19	70 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 09:12	yes	10	39 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

AWS read as Amazon Web Services

AWS (Amazon Web Services) read as Amazon Web Services

Akamai Linode read as Akamai Connected Cloud

Linode read as Akamai Connected Cloud

Linode (Akamai) read as Akamai Connected Cloud

Oracle read as Oracle Cloud Infrastructure

Oracle Cloud read as Oracle Cloud Infrastructure

Oracle Cloud (OCI) read as Oracle Cloud Infrastructure

Unresolved, counted raw

AWS Amplify

AWS RDS for SQL Server

Concourse Cloud

Google Firebase App Hosting

IBM Consulting

Microsoft Windows 365 (Enterprise)

Neoclouds (newer, niche providers)

WP Engine / Flywheel

Discontinued, still offered

No shut-down product was recommended here.

Cloud hosting for enterprise buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in cloud and infrastructure