Content delivery networks
Asked as “CDN”, and as “content delivery network”, on behalf of a mid-market B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
93%
Consensus
93Cloudflare07Bunny.net
93% of first choices, consensus.
Since October 2026▲+25Since October 2026: 68% → 93%, +25 points. Past the 11-point floor: movement.Cloudflare held the lead, +25 points on 68%, past the floor.
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
Cloudflare91%Consensus▲+6Since October 2026: 85% → 91%, +6 points. Inside the 11-point floor: within noise.Standing →Mid-marketCloudflare93%Consensus▲+25Since October 2026: 68% → 93%, +25 points. Past the 11-point floor: movement.This pageEnterpriseCloudflare69%Clear leader▲+23Since October 2026: 46% → 69%, +23 points. Past the 11-point floor: movement.Standing →
Cloudflare91%Consensus▲+6Since October 2026: 85% → 91%, +6 points. Inside the 11-point floor: within noise.Standing →Mid-marketCloudflare93%Consensus▲+25Since October 2026: 68% → 93%, +25 points. Past the 11-point floor: movement.This pageEnterpriseCloudflare69%Clear leader▲+23Since October 2026: 46% → 69%, +23 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Cloudflare93%11%75endorsed leader▲+25Since October 2026: 68% → 93%, +25 points. Past the 11-point floor: movement.68% → 93%
Cloudflare93%11%75endorsed leader▲+25Since October 2026: 68% → 93%, +25 points. Past the 11-point floor: movement.68% → 93%02
Bunny.net7%2%43accepted challenger▼−5Since October 2026: 12% → 7%, −5 points. Inside the 11-point floor: within noise.12% → 7%
Bunny.net7%2%43accepted challenger▼−5Since October 2026: 12% → 7%, −5 points. Inside the 11-point floor: within noise.12% → 7%Show the seven products at 0%, ordered by negative rate
07
Akamai0%37%49criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Akamai0%37%49criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%04
Fastly0%23%61accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Fastly0%23%61accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%08
Azure Front Door0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Azure Front Door0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
CDNetworks0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CDNetworks0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%03
Amazon CloudFront0%17%59accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%
Amazon CloudFront0%17%59accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise.5% → 0%06
Google Cloud CDN Lab in the set0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Cloud CDN Lab in the set0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
KeyCDN0%5%19accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%
KeyCDN0%5%19accepted challenger▼−7Since October 2026: 7% → 0%, −7 points. Inside the 11-point floor: within noise.7% → 0%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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Cloud CDN is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
One product takes 93% of first choices here, so the chart would put eight markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Thirteen of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5 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.
Fastly23%
14 of 61 labels negative · 12 of 14 models
“14 leading CDNs (including Cloudflare, Microsoft Azure, Amazon, and Fastly)... back-end TLS connections are vulnerable to security issues” Muse Glimmer 30B, negative prompt
Akamai37%
18 of 49 labels negative · 8 of 14 models · 2 hard negative
“Skip Akamai for now: While Akamai is an enterprise titan, its cost and complexity are usually overkill for mid-sized B2B companies” Gemini 3.5 Flash, paraphrase prompt
Cloudflare11%
8 of 75 labels negative · 8 of 14 models
“investigate the back-end connection of 14 leading CDNs (including Cloudflare, Microsoft Azure, Amazon, and Fastly), where we could create an account... back-end TLS connections are vulnerable to security issues” Muse Glimmer 30B, negative prompt
cdnjs100%
7 of 7 labels negative · 7 of 14 models · 6 hard negative
“A vulnerability in the cdnjs library update server that could execute arbitrary commands... it also has downsides when it comes to privacy, security, and systemic risk” Muse Glimmer 30B, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 698 links across 209 sites, every framing counted. Ranked by the number of answers carrying the site or page. 25 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Fastly35 answers · 74 citations · 13 models
vendor site · CDNetworks22 answers · 23 citations · 9 models
vendor site · BlazingCDN20 answers · 35 citations · 8 models
vendor site · Cloudflare17 answers · 32 citations · 8 models
vendor site · EdgeOne15 answers · 16 citations · 9 models
vendor site · GitHub14 answers · 22 citations · 8 models
vendor site · Cloudflare12 answers · 15 citations · 7 models
vendor site · IO River12 answers · 14 citations · 8 models
11 answers · 12 citations · 7 models
vendor site · LinkedIn11 answers · 11 citations · 7 models
vendor site · Myra Security10 answers · 10 citations · 7 models
9 answers · 9 citations · 7 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.
21 answers · 9 models
11 answers · 8 models
11 answers · 7 models
10 answers · 8 models
10 answers · 7 models
9 answers · 6 models
8 answers · 5 models
8 answers · 4 models
8 answers · 7 models
8 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best cdn”, “cdn”, “cdns”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Cloudflare cloudflare.com | 93% | 421 | 550,000 | 10,897 | 4,995,413 | 111 | 1 | |
| Bunny.net bunny.net | 7% | 109 | 1,300 | 44 | 22,083 | 43 | ||
| Amazon aws.amazon.com Amazon CloudFront 0% | 0% | 153 | 151,000,000 | 1,380,939 | 9,238,321 | $20,476 | 3 | |
| Fastly fastly.com | 0% | 148 | 18,100 | 950 | 107,961 | $2,460 | 120 | 1 |
| KeyCDN keycdn.com | 0% | 55 | 390 | 10 | 256,464 | |||
| Google Cloud google.dev Google Cloud CDN 0% | 0% | 54 | 165,000 | 7,596 | 881,346 | 109 | ||
| Akamai akamai.com | 0% | 142 | 27,100 | 1,614 | 474,820 | $2,159 | 80 | 7 |
| Azure parent site Azure Front Door 0%, Azure CDN 0% | 0% | 25 | 301,000 | 47,904 | ||||
| Gcore gcore.com | 0% | 24 | 1,600 | 44 | 23,524 | 9 | ||
| CDNetworks cdnetworks.com | 0% | 27 | 90 | 7 | 27,830 |
Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (cloudflare.com, fastly.com). The first result for “best cdn” is fastly.com.
How 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.ShowHide
How 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.
ShowHideModelDirect“What is the best CDN for a mid-market B2B company?”Paraphrase“Which content delivery network would you recommend to a mid-sized B2B company?”Comparative“What are the top CDNs and how do they differ?”Budget-constrained“What is the best CDN for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a CDN. What should we look at?”Negative“Which CDNs should I avoid or be cautious about?”
Claude Haiku 4.5Cloudflareno first choiceChangedno first choiceBunny.netno first choiceagainst: Bunny.net, Cloudflare, Fastly, Microsoft Azure's Front Door CDN
Three alternatives
Bunny.net, CDN77, GcoreThree alternatives
Cloudflare, Gcore, KeyCDNGPT-5.4 miniCloudflareCloudflareHeldCloudflareBunny.netagainst: Fastlyno first choicenothing named
Four alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNTwo alternatives
Akamai, FastlyFive alternatives
Akamai, Amazon CloudFront, Azure Front Door, Fastly, Google Cloud CDNOne alternative
Amazon CloudFrontGemini 3.5 FlashCloudflareCloudflareHeldagainst: AkamaiCloudflareCloudflareno first choiceagainst: Akamaiagainst: Akamai, Amazon CloudFront, Azure CDN, Azure Front Door, Cloudflare, Edgio, Fastly, G-Core, Google Cloud CDN, Highwinds, MaxCDN, Selectel, StackPath, Verizon Digital Media Services
Three alternatives
Amazon CloudFront, Bunny.net, FastlyTwo alternatives
Amazon CloudFront, FastlySeven alternatives
Akamai, Amazon CloudFront, Azure CDN, Azure Front Door, Bunny.net, Fastly, Google Cloud CDNTwo alternatives
Amazon CloudFront, Bunny.netThree alternatives
Amazon CloudFront, Cloudflare, FastlyPerplexity SonarCloudflareagainst: CDNetworksCloudflareHeldCloudflareCloudflareno first choiceagainst: CDN77, CDNetworks, Fastly
Three alternatives
Amazon CloudFront, Bunny.net, FastlyFive alternatives
Akamai, Amazon CloudFront, Bunny.net, CDNetworks, FastlySeven alternatives
Akamai, Amazon CloudFront, Azure Front Door, Bunny.net, CDNetworks, Fastly, Google Cloud CDNTwo alternatives
Amazon CloudFront, Bunny.netGrok 4.20Cloudflareagainst: Akamai, IO River, KeyCDNCloudflareHeldagainst: AkamaiCloudflareCloudflareagainst: Amazon CloudFrontCloudflareagainst: Akamaiagainst: Akamai, Amazon CloudFront, BootstrapCDN, Cloudflare, Fastly, Google Cloud CDN, Google Hosted Libraries, cdnjs, jsDelivr, unpkg
Three alternatives
Amazon CloudFront, Bunny.net, FastlyFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNFive alternatives
Akamai, Amazon CloudFront, CDNetworks, Fastly, Google Cloud CDNThree alternatives
5centsCDN, Bunny.net, KeyCDNTwo alternatives
Amazon CloudFront, FastlyMistral SmallCloudflareCloudflareHeldCloudflareCloudflareno first choiceagainst: Akamai, BootCDN, BootCSS, Fastly, Mirror Image, Polyfill.io, Staticfile
Two alternatives
Bunny.net, KeyCDNTwo alternatives
Bunny.net, FastlyFour alternatives
Akamai, Amazon CloudFront, Fastly, Google CloudThree alternatives
Gcore, Netlify, jsDelivrDeepSeek V4 FlashCloudflareagainst: AkamaiCloudflareHeldagainst: AkamaiCloudflareCloudflareagainst: Amazon CloudFrontno first choiceagainst: Amazon CloudFront, Azure, Google Hosted Libraries, Polyfill.io, cdnjs
Three alternatives
Amazon CloudFront, Bunny.net, FastlyThree alternatives
Amazon CloudFront, Bunny.net, FastlyFour alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNOne alternative
Bunny.netLlama 4 MaverickCloudflareCloudflareHeldno first choiceBunny.netno first choiceagainst: Cloudflare, Fastly
Two alternatives
Bunny.net, KeyCDNThree alternatives
Akamai Connected Cloud, Bunny.net, FastlyThree alternatives
Cloudflare, EdgeOne, KeyCDNQwen 3.7 FlashCloudflareagainst: AkamaiCloudflareHeldagainst: AkamaiCloudflareCloudflareCloudflareagainst: Akamai, Fastlyagainst: Akamai, Amazon CloudFront, Cloudflare, Fastly, Google Hosted Libraries, Polyfill.io, cdnjs
Three alternatives
Amazon CloudFront, Azure Front Door, FastlyFour alternatives
AWS/Azure, Amazon CloudFront, Fastly, Google Cloud CDNFour alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNTwo alternatives
Bunny.net, KeyCDNTwo alternatives
Amazon CloudFront, Azure Front DoorKimi K2CloudflareCloudflareHeldCloudflareCloudflareCloudflareagainst: Akamai, Amazon CloudFront, Cloudflare, Fastly, Polyfill.io, cdnjs, jsDelivr, unpkg
Three alternatives
Amazon CloudFront, Bunny.net, FastlyThree alternatives
Amazon CloudFront, Bunny.net, FastlyFour alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNThree alternatives
Bunny.net, EdgeOne, KeyCDNFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNGLM 4.7 FlashXCloudflareCloudflareHeldCloudflareCloudflareagainst: Fastly, Sucurino first choiceagainst: Akamai, Fastly, Google Hosted Libraries, cdnjs, jsDelivr
Three alternatives
Akamai, Amazon CloudFront, FastlyTwo alternatives
Akamai, FastlySix alternatives
Akamai, Amazon CloudFront, Azure CDN, Bunny.net, Fastly, Google Cloud CDNFive alternatives
Amazon CloudFront, Bunny.net, Netlify, jsDelivr, unpkgMiniMax M2.5CloudflareCloudflareHeldno first choiceagainst: GcoreCloudflareno first choiceagainst: Amazon CloudFront, Cloudflare, Fastly, Google Hosted Libraries, Microsoft Azure, cdnjs, jsDelivr, unpkg
Three alternatives
Amazon CloudFront, Fastly, KeyCDNTwo alternatives
Amazon CloudFront, FastlyThree alternatives
Bunny.net, Gcore, KeyCDNGPT-6 LunaCloudflareCloudflareHeldCloudflareCloudflareno first choiceagainst: Azure Front Door
Three alternatives
Akamai, Amazon CloudFront, FastlyTwo alternatives
Amazon CloudFront, FastlyFive alternatives
Akamai, Amazon CloudFront, Azure Front Door, Fastly, Google Cloud CDNTwo alternatives
Amazon CloudFront, Bunny.netMuse Glimmer 30BCloudflareCloudflareHeldagainst: AkamaiCloudflareCloudflareno first choiceagainst: Akamai, Amazon CloudFront, CDN77, Cloudflare, Fastly, Google Hosted Libraries, Microsoft Azure, cdnjs, jsDelivr, unpkg
Three alternatives
Akamai, Bunny.net, FastlyThree alternatives
Amazon CloudFront, Fastly, Google Cloud CDNFive alternatives
Akamai, Amazon CloudFront, Bunny.net, Fastly, Google Cloud CDNThree alternatives
Bunny.net, EdgeOne, KeyCDNBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four 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 | 2026-11-01 12:14 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:37 | yes | 6 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:51 | no | 0 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:59 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:04 | yes | 5 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:13 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:57 | yes | 22 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:20 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:33 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:45 | yes | 14 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:32 | yes | 24 | 166 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:00 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:11 | yes | 5 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:01 | yes | 13 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:21 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:45 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:09 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 18:45 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:42 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:06 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:51 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:33 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:51 | yes | 10 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:07 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:37 | yes | 15 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:56 | no | 0 | 14 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:14 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 11 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:11 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:23 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:10 | yes | 1 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:22 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:04 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:27 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:22 | yes | 13 | 16 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:19 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:10 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:09 | yes | 14 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:50 | yes | 18 | 90 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:30 | yes | 5 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:48 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:22 | yes | 14 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:06 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:25 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:39 | no | 0 | 12 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:12 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:20 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:59 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:56 | yes | 9 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:35 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:09 | yes | 5 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:36 | yes | 5 | 12 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:48 | yes | 10 | 219 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:15 | yes | 19 | 45 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:47 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:04 | yes | 11 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:49 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:07 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:33 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:55 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:15 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:28 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:07 | yes | 21 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:56 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:04 | yes | 9 | 48 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:18 | yes | 8 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:27 | yes | 9 | 47 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:36 | yes | 5 | 11 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:34 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:20 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | yes | 7 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:14 | yes | 6 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:18 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:41 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:02 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:23 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:03 | yes | 10 | 58 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:39 | yes | 25 | 50 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:55 | yes | 24 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:23 | yes | 5 | 22 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:41 | yes | 2 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:16 | yes | 24 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Amazon read as Amazon CloudFront
Tencent Cloud read as Tencent Cloud CDN
Unresolved, counted raw
5centsCDN
AWS Lambda@Edge
Baidu Cloud
BootstrapCDN
BytePlus CDN
Cedexis
Fastly Compute@Edge
G-Core
Google Cache Center
Gooood SafeCDN
Jetpack Site Accelerator
MaxCDN
Microsoft Azure's Front Door CDN
Selectel
Verizon Digital Media Services (VDMS)
cdnjs.cloudflare.com/polyfill/
polyfills.io
Discontinued, still offered
No shut-down product was recommended here.