IT AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Network and edge CDN › Enterprise September 2026 Edition

Content delivery networks for enterprise buyers

Asked as “CDN”, and as “content delivery network”, on behalf of an enterprise B2B company. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
53% of first choices, clear leader.

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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Cloudflare53%15%60endorsed leader
02Akamai35%7%57endorsed leader
03BlazingCDN7%10%10accepted challenger
04Amazon CloudFront5%22%51accepted challenger
Show the three products at 0%, ordered by negative rate
07Bunny.net0%46%13criticized challenger
05Fastly0%20%49accepted challenger
06Google Cloud CDN0%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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Cloudflare53%
02Akamai35%
03BlazingCDN7%
04Amazon CloudFront5%
05Fastly0%
06Google Cloud CDN0%
07Bunny.net0%

02What they warned about

Eight of twelve models held their first choice under the paraphrase. DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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 CloudFront
22%
11 of 51 labels negative · 9 of 12 models · 1 hard negative
“Avoid metered per-GB vendors (CloudFront, Fastly, Bunny) unless predictability isn't your primary constraint” DeepSeek V4 Flash, budget prompt
Cloudflare
15%
9 of 60 labels negative · 9 of 12 models
“**Avoid or be cautious** with CDNs that have centralized control planes (e.g., Cloudflare) unless you have robust multi-CDN and out-of-band runbooks in place.” Mistral Small, negative prompt
Fastly
20%
10 of 49 labels negative · 7 of 12 models · 2 hard negative
“Avoid metered-only providers (Fastly, standard CloudFront) if unpredictable traffic spikes are a concern.” Kimi K2, budget prompt
Bunny.net
46%
6 of 13 labels negative · 6 of 12 models · 3 hard negative
“Consumer/Prosumer Tier "No-SLA" CDNs (Avoid for Critical Systems) ... entry-level providers like Bunny.net, KeyCDN” Gemini 3.5 Flash, 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

62 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. 828 links across 249 sites, every framing counted. Ranked by the number of answers carrying the site or page.

vendor site · BlazingCDN46 answers · 184 citations · 10 models
25 answers · 42 citations · 8 models
vendor site · Fastly23 answers · 34 citations · 10 models
vendor site · EdgeNext21 answers · 25 citations · 8 models
12 answers · 17 citations · 5 models
12 answers · 13 citations · 4 models
10 answers · 15 citations · 7 models
10 answers · 10 citations · 6 models
10 answers · 10 citations · 6 models
vendor site · Cloudflare9 answers · 9 citations · 5 models
8 answers · 8 citations · 6 models
8 answers · 8 citations · 3 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 CDN for an enterprise B2B company?”Paraphrase“Which content delivery network would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade CDNs and how do they differ?”Budget-constrained“What is the best CDN 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 CDN. What should we look at?”Negative“Which CDNs should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Akamai, Cloudflare
Three alternativesAmazon CloudFront, Azure CDN, Google Cloud CDN
Akamai, CloudflareHeld
Three alternativesAmazon CloudFront, Azure CDN, Fastly
Akamai
Three alternativesAmazon CloudFront, Cloudflare, Fastly
BlazingCDN
Two alternativesAkamai, Cloudflare
against: Amazon CloudFront
no first choiceagainst: Amazon CloudFront, Azure, Cloudflare, Fastly
GPT-5.4 miniCloudflare
Three alternativesAkamai, Amazon CloudFront, Fastly
CloudflareHeld
Two alternativesGoogle Cloud CDN, Google Media CDN
no first choice
Five alternativesAkamai, Amazon CloudFront, Cloudflare, Fastly, Google Cloud CDN / Media CDN
Amazon CloudFront, Cloudflareno first choicenothing named
Gemini 3.5 FlashCloudflare
Three alternativesAkamai, Amazon CloudFront, Fastly
against: Edgio
CloudflareHeld
Three alternativesAkamai, Amazon CloudFront, Fastly
Akamai, Cloudflare, Fastly
One alternativeAmazon CloudFront
Cloudflare
Three alternativesAmazon CloudFront, Cloudflare One, IO River
against: Akamai, Fastly
Cloudflare
Two alternativesAkamai, Fastly
against: Amazon CloudFront, Azure Front Door
against: Alibaba Cloud CDN, Amazon CloudFront, Azure Front Door, Baidu CDN, Bunny.net, Edgio, Google Cloud CDN, KeyCDN, Tencent Cloud CDN
Perplexity SonarAkamai
Three alternativesAmazon CloudFront, Cloudflare, Fastly
AkamaiHeld
Two alternativesAmazon CloudFront, Cloudflare
Akamai, Cloudflare
Five alternativesAmazon CloudFront, Azure CDN, Fastly, Google Cloud CDN, Imperva
Cloudflare
Three alternativesAkamai, Bunny.net, KeyCDN
against: Amazon CloudFront
no first choicenothing named
Grok 4.1 FastAkamai
Three alternativesAmazon CloudFront, Cloudflare, Fastly
AkamaiHeld
Three alternativesAmazon CloudFront, Cloudflare, Fastly
Akamai, Cloudflare
Four alternativesAmazon CloudFront, Fastly, Google Cloud CDN, Microsoft Azure CDN / Front Door
Amazon CloudFront
Three alternativesAkamai, CacheFly, Cloudflare
against: BlazingCDN, Bunny.net, CDN77, Fastly
no first choice
Five alternativesAkamai, Amazon CloudFront, Cloudflare, Fastly, Google Cloud CDN
against: Amazon CloudFront, Cloudflare, Fastly, Gcore, Lumen
Mistral SmallAkamai, Cloudflare
Three alternativesAmazon CloudFront, Fastly, Google Cloud CDN
Akamai, CloudflareHeldAkamai, Amazon CloudFront
Five alternativesBlazingCDN, Cloudflare, Edgio, Fastly, Google Cloud CDN
BlazingCDNagainst: Amazon CloudFrontno first choiceagainst: Cloudflare
DeepSeek V4 FlashCloudflare
Four alternativesAkamai, Amazon CloudFront, Fastly, Google Cloud CDN
AkamaiChanged
One alternativeCloudflare
Akamai, Cloudflare
Four alternativesAmazon CloudFront, Azure Front Door, Fastly, Google Cloud CDN
Cloudflare
One alternativeAkamai
against: Amazon CloudFront, Bunny.net, Fastly
no first choiceagainst: Azure CDN, Cloudflare, Edgio, Fastly, Lumen, StackPath
Llama 4 MaverickAkamai
Three alternativesBunny.net, Cloudflare, Fastly
AkamaiHeldno first choiceBlazingCDN
Two alternativesBunny.net, Cloudflare
against: Amazon CloudFront
no first choiceagainst: Cloudflare
Qwen 3.7 FlashCloudflare
Four alternativesAkamai, Amazon CloudFront, F5 Distributed Cloud, Fastly
AkamaiChanged
Two alternativesAmazon CloudFront, Cloudflare
no first choice
Four alternativesAkamai, Amazon CloudFront, Cloudflare, Fastly
Cloudflare
Four alternativesAkamai, Amazon CloudFront, Azure Front Door, Fastly
no first choiceagainst: Akamai, Bunny.net, Cloudflare, Edgio, Fastly, KeyCDN
Kimi K2Akamai, Cloudflare
Two alternativesAmazon CloudFront, Fastly
AkamaiChanged
Two alternativesCloudflare, Fastly
Akamai
Three alternativesAmazon CloudFront, Cloudflare, Fastly
Cloudflare
Three alternativesAmazon CloudFront, BlazingCDN, CDN77
against: Fastly
no first choiceagainst: Akamai, Amazon CloudFront, Azure CDN, Bunny.net, CDN77, Cloudflare, Fastly, Google Cloud CDN, KeyCDN
GLM 4.7 FlashXCloudflare
Two alternativesAkamai, Fastly
AkamaiChanged
One alternativeCloudflare
Akamai
Five alternativesAmazon CloudFront, Azure Front Door, Cloudflare, Fastly, Google Cloud CDN
against: Bunny.net
Cloudflare
Two alternativesAkamai, BlazingCDN
no first choiceagainst: Amazon CloudFront, Azure CDN, Cloudflare, Fastly
MiniMax M2.5Cloudflare
Three alternativesAkamai, Amazon CloudFront, Fastly
CloudflareHeld
One alternativeAkamai
Akamai, Cloudflare, Fastly
Four alternativesAmazon CloudFront, BlazingCDN, Bunny.net, Google Cloud CDN
Cloudflare
Two alternativesAkamai, Amazon CloudFront
no first choiceagainst: Akamai, Cloudflare, Microsoft Azure, Polyfill.io, cdnjs
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 13:16yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:40yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:45yes126 s
Direct recommendationPerplexity Sonarsonar2026-09-17 11:58yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:25yes3017 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 13:32yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:55yes1014 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:29yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 14:00no033 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:25yes1023 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:04yes19155 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 10:44yes517 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:05no05 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 10:28yes34 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 09:23yes920 s
ParaphrasePerplexity Sonarsonar2026-09-17 09:39yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:44yes3618 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 13:23yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 12:46yes1824 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:34yes57 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:39yes526 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:02yes1524 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 09:26yes15132 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 10:50yes841 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:13yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:20yes57 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:24yes1230 s
ComparativePerplexity Sonarsonar2026-09-17 14:00yes208 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:39yes2215 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 12:08yes59 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 12:07yes1223 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:02yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:47no042 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 13:05yes2055 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 14:07no038 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:06yes932 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:02yes1513 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:18yes24 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:47yes2126 s
Budget constrainedPerplexity Sonarsonar2026-09-17 09:25yes198 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:42yes4017 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 09:44yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:03yes1923 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:06yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 14:12no038 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:19yes1226 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:13yes1321 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 10:19yes1452 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:37yes3621 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:07no011 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:41yes525 s
Scale constrainedPerplexity Sonarsonar2026-09-17 11:11yes1822 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:13yes1915 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 13:03no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:27yes1924 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:31yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:44no040 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 09:36yes2044 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 13:39yes2073 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:59no050 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:31yes1810 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 13:37no06 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:05yes827 s
Negative framingPerplexity Sonarsonar2026-09-17 09:42yes205 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 12:19yes2314 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 12:44yes57 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 10:28yes3027 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:56yes94 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 12:57yes25103 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:48yes2852 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:23yes2264 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 09:59yes1346 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 CloudFront
Unresolved, counted raw
Baidu CDN
Cedexis
Google Cloud CDN / Media CDN
IO River
Medianova
YewSafe
YewSafe CDN
Discontinued, still offered
No shut-down product was recommended here.
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