Content delivery networks for enterprise buyers
Asked as “CDN”, and as “content delivery network”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
46%
Clear leader
46Cloudflare31Akamai12BlazingCDN10others
46% of first choices, clear leader.
Since September 2026▼−11Since September 2026: 53% → 43%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Cloudflare held the lead, −11 points on 53%, inside the 11-point 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
Cloudflare85%Clear leader▼−7Since September 2026: 90% → 83%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketCloudflare68%Clear leader▼−15Since September 2026: 80% → 65%, −15 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →EnterpriseCloudflare46%Clear leader▼−11Since September 2026: 53% → 43%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Cloudflare85%Clear leader▼−7Since September 2026: 90% → 83%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketCloudflare68%Clear leader▼−15Since September 2026: 80% → 65%, −15 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →EnterpriseCloudflare46%Clear leader▼−11Since September 2026: 53% → 43%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Cloudflare46%12%66endorsed leader▼−11Since September 2026: 53% → 43%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.53% → 43%
Cloudflare46%12%66endorsed leader▼−11Since September 2026: 53% → 43%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.53% → 43%02
Akamai31%12%69endorsed leader▼−4Since September 2026: 35% → 31%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.35% → 31%
Akamai31%12%69endorsed leader▼−4Since September 2026: 35% → 31%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.35% → 31%03
BlazingCDN12%7%14accepted challenger▲+7Since September 2026: 7% → 14%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 14%
BlazingCDN12%7%14accepted challenger▲+7Since September 2026: 7% → 14%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 14%04
Fastly6%17%64accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 7%
Fastly6%17%64accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 7%05
Amazon CloudFront4%19%67accepted challenger=heldSince September 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 5%
Amazon CloudFront4%19%67accepted challenger=heldSince September 2026: 5% → 5%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 5%Show the three products at 0%, ordered by negative rate
08
Bunny.net0%59%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Bunny.net0%59%17criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Azure Front Door0%15%20accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Azure Front Door0%15%20accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
Google Cloud CDN Lab in the set0%15%20accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Google Cloud CDN Lab in the set0%15%20accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All fifteen head-to-head pages: the top six products, each against each
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Cloudflare46%
Cloudflare46%02Akamai31%
Akamai31%03BlazingCDN12%
BlazingCDN12%04Fastly6%
Fastly6%05Amazon CloudFront4%
Amazon CloudFront4%06Google Cloud CDN0%
Google Cloud CDN0%07Azure Front Door0%
Azure Front Door0%08Bunny.net0%
Bunny.net0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Fastly17%
11 of 64 labels negative · 9 of 14 models
“publishes bandwidth rates by region and describes custom pricing for high-volume customers, so usage-based pricing may require more forecasting” GPT-6 Luna, budget prompt
Bunny.net59%
10 of 17 labels negative · 8 of 14 models · 5 hard negative
“Consumer/Prosumer Tier "No-SLA" CDNs (e.g., Bunny.net, KeyCDN)—these are not suitable for critical enterprise systems” Mistral Small, negative prompt
Amazon CloudFront19%
13 of 67 labels negative · 8 of 14 models · 1 hard negative
“**Avoid if cost predictability is key:** Amazon CloudFront (higher and less predictable pricing at scale)” Mistral Small, budget prompt
Cloudflare12%
8 of 66 labels negative · 8 of 14 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.” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
76 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. 1036 links across 289 sites, every framing counted. Ranked by the number of answers carrying the site or page. 29 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 · BlazingCDN54 answers · 193 citations · 12 models
vendor site · Fastly38 answers · 67 citations · 12 models
vendor site · CDNetworks30 answers · 32 citations · 9 models
21 answers · 23 citations · 9 models
17 answers · 19 citations · 9 models
vendor site · EdgeNext16 answers · 17 citations · 8 models
16 answers · 16 citations · 7 models
15 answers · 15 citations · 9 models
vendor site · Cloudflare14 answers · 18 citations · 7 models
vendor site · Atlantic.Net14 answers · 14 citations · 7 models
12 answers · 23 citations · 8 models
vendor site · EdgeOne12 answers · 14 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.
31 answers · 10 models
28 answers · 9 models
20 answers · 9 models
16 answers · 7 models
15 answers · 9 models
15 answers · 9 models
15 answers · 9 models
14 answers · 7 models
14 answers · 8 models
13 answers · 7 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 | 46% | 430 | 550,000 | 10,897 | 4,995,413 | 111 | 1 | |
| Akamai akamai.com | 31% | 148 | 27,100 | 1,614 | 474,820 | $2,159 | 80 | 7 |
| BlazingCDN blazingcdn.com | 12% | 20 | 30 | 0 | 1,273 | 10 | ||
| Fastly fastly.com | 6% | 148 | 18,100 | 950 | 107,961 | $2,460 | 120 | 1 |
| Amazon aws.amazon.com Amazon CloudFront 4% | 4% | 162 | 151,000,000 | 1,380,939 | 9,238,321 | $20,476 | 3 | |
| Google Cloud google.dev Google Cloud CDN 0% | 0% | 54 | 165,000 | 7,596 | 881,346 | 109 | ||
| Azure parent site Azure Front Door 0% | 0% | 32 | 301,000 | 47,904 | ||||
| CDNetworks cdnetworks.com | 0% | 14 | 90 | 7 | 27,830 | |||
| CDN77 cdn77.com | 0% | 16 | 480 | 3 | 2,093 | 5 | ||
| Imperva imperva.com | 0% | 17 | 3,600 | 184 | 417,309 |
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 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 4.5AkamaiAkamaiHeldAkamai, Amazon CloudFrontBlazingCDNno first choiceagainst: Azure CDN, Edgio, Fastly
Three alternatives
Amazon CloudFront, Cloudflare, FastlyTwo alternatives
Amazon CloudFront, CloudflareTwo alternatives
Cloudflare, FastlyTwo alternatives
Amazon CloudFront, CloudflareGPT-5.4 miniCloudflareCloudflareHeldAkamai, CloudflareCloudflareagainst: Fastlyno first choicenothing named
Three alternatives
Akamai, Amazon CloudFront, FastlyThree alternatives
Akamai, Amazon CloudFront, FastlyFour alternatives
Amazon CloudFront, Azure Front Door, Fastly, Google Cloud CDNTwo alternatives
Akamai, Amazon CloudFrontGemini 3.5 FlashCloudflareCloudflareHeldAkamai, Cloudflareagainst: EdgioAmazon CloudFront, Cloudflareno first choiceagainst: Akamai, Alibaba Cloud, Amazon CloudFront, Azure Front Door, Baidu, BelugaCDN, Bunny.net, Cloudflare Free, Pro, or Business, Edgio, Gcore, Google Cloud CDN, Jetpack, KeyCDN, Kinsta, Lumen Technologies CDN, StackPath, Tencent Cloud CDN, WP Engine
Four alternatives
Akamai, Amazon CloudFront, Azure Front Door, FastlyFour alternatives
Akamai, Amazon CloudFront, Azure Front Door, FastlyFour alternatives
Amazon CloudFront, Azure Front Door, Fastly, Google Cloud CDNThree alternatives
Akamai, Fastly, Vercel Flat Rate CDNThree alternatives
Akamai, Cloudflare, FastlyPerplexity SonarAkamaiAkamaiHeldAkamaiBlazingCDNno first choicenothing named
Two alternatives
Cloudflare, FastlyThree alternatives
Amazon CloudFront, Cloudflare, FastlyFour alternatives
Amazon CloudFront, Cloudflare, Fastly, Google Cloud CDNThree alternatives
Akamai, Bunny.net, FastlyGrok 4.1 FastAkamai, CloudflareAkamaiChangedAkamaiAkamaiagainst: Amazon CloudFront, Fastlyno first choiceagainst: Bunny.netagainst: Amazon CloudFront, Azure Front Door, Bunny.net, Cloudflare, Fastly, Google Cloud CDN, KeyCDN
Two alternatives
Amazon CloudFront, FastlyThree alternatives
Amazon CloudFront, Cloudflare, FastlyFive alternatives
Amazon CloudFront, Azure CDN, Cloudflare, Fastly, Google Cloud CDNThree alternatives
BlazingCDN, CDN77, CloudflareFive alternatives
Akamai, Amazon CloudFront, Cloudflare, Fastly, Google Cloud CDNMistral SmallCloudflareAkamai, Amazon CloudFrontChangedAkamaiBlazingCDNagainst: Amazon CloudFrontCloudflareagainst: Akamai, Amazon CloudFrontagainst: Amazon CloudFront, Bunny.net, Cloudflare, Fastly, KeyCDN
Four alternatives
Akamai, Amazon CloudFront, CDNetworks, FastlySix alternatives
Amazon CloudFront, CDNetworks, Cloudflare, Fastly, Google Cloud CDN, ImpervaOne alternative
AkamaiTwo alternatives
Azure Front Door, FastlyDeepSeek V4 FlashCloudflareAkamaiChangedagainst: Amazon CloudFront, Azure Front DoorAkamai, Cloudflare, Fastlyagainst: Bunny.netCloudflareno first choiceagainst: Bunny.net, BytePlus, Cloudflare, Edgio, Gcore, NTT Communications CDN, StackPath, Verizon Media
Three alternatives
Akamai, Amazon CloudFront, FastlyTwo alternatives
Cloudflare, FastlyFour alternatives
Amazon CloudFront, Azure CDN, Azure Front Door, Google Cloud CDNFour alternatives
Akamai, Amazon CloudFront, BlazingCDN, Bunny.netLlama 4 MaverickCloudflareFastlyChangedCloudflareBlazingCDNno first choiceagainst: Amazon CloudFront, Bunny.net, Cloudflare, Fastly
Two alternatives
Akamai, BlazingCDNFour alternatives
Alibaba Cloud CDN, BlazingCDN, CacheFly, MedianovaFive alternatives
Akamai, Amazon CloudFront, Azure Front Door, Fastly, Google Cloud CDNQwen 3.7 FlashCloudflareCloudflareHeldagainst: AkamaiCloudflareBlazingCDNagainst: Akamai, Amazon CloudFront, Cloudflareno first choiceagainst: Akamai, Amazon CloudFront, Azure CDN, Edgio
Three alternatives
Akamai, Amazon CloudFront, FastlyTwo alternatives
Amazon CloudFront, FastlyFour alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNTwo alternatives
Bunny.net, CDN77Kimi K2Akamai, FastlyAkamaiChangedAkamai, CloudflareCloudflareagainst: Akamai, Azure CDN, Fastly, Google Cloud CDNno first choiceagainst: Alibaba Cloud CDN, Amazon CloudFront, Azure CDN, BaishanCloud, Bunny.net, Cloudflare, Fastly, KeyCDN, Tencent Cloud CDN
Two alternatives
Amazon CloudFront, CloudflareTwo alternatives
Amazon CloudFront, CloudflareThree alternatives
Amazon CloudFront, Fastly, Google Cloud CDNOne alternative
Amazon CloudFrontGLM 4.7 FlashXCloudflareCloudflareHeldno first choiceBlazingCDNagainst: Amazon CloudFrontno first choiceagainst: Akamai, Amazon CloudFront, Bunny.net, Cloudflare, Edgio, Fastly, KeyCDN, Netlify, Vercel
Two alternatives
Akamai, FastlyThree alternatives
Akamai Connected Cloud, Amazon CloudFront, FastlyTwo alternatives
Akamai, CloudflareMiniMax M2.5Akamai, FastlyAkamaiChangedno first choiceCloudflareno first choiceagainst: Akamai, Fastly
One alternative
CloudflareTwo alternatives
Amazon CloudFront, FastlyThree alternatives
Akamai, Amazon CloudFront, FastlyGPT-6 LunaCloudflareCloudflareHeldno first choiceCloudflareagainst: Fastlyno first choicenothing named
Three alternatives
Akamai, Amazon CloudFront, FastlyTwo alternatives
Akamai, Amazon CloudFrontSix alternatives
Akamai, Amazon CloudFront, Azure Front Door, Cloudflare, Fastly, Google Cloud CDNOne alternative
Amazon CloudFrontMuse Glimmer 30BAkamaiAkamaiHeldAkamai, Cloudflare, FastlyCloudflareno first choiceagainst: Alibaba Cloud, Baidu AI Cloud, BelugaCDN, BlazingCDN, Bunny.net, CDN77, Cloudflare, Huawei, Microsoft 365 CDN, Tencent Cloud CDN
Three alternatives
Amazon CloudFront, Cloudflare, FastlyOne alternative
CloudflareThree alternatives
Amazon CloudFront, Azure Front Door, Google Cloud CDNThree alternatives
Amazon CloudFront, BlazingCDN, CDN77Bold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 09:37 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:22 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:40 | yes | 8 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:18 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:51 | yes | 24 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:40 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:32 | yes | 24 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:33 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:17 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:36 | yes | 9 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:55 | yes | 25 | 86 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:45 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:37 | yes | 4 | 8 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:00 | yes | 15 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:20 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:06 | yes | 5 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:29 | yes | 7 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:19 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:34 | yes | 18 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:24 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:03 | yes | 25 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:14 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:33 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:56 | yes | 9 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:01 | yes | 10 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:42 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:01 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:13 | yes | 12 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:43 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:35 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:36 | yes | 12 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:06 | yes | 28 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:19 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:45 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:29 | yes | 22 | 47 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:50 | yes | 10 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:18 | yes | 20 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:33 | yes | 13 | 218 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:54 | yes | 12 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:44 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:46 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:36 | yes | 17 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:16 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:43 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:08 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:58 | yes | 20 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:09 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:08 | yes | 22 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:35 | yes | 6 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:31 | yes | 14 | 92 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:09 | yes | 20 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:44 | yes | 20 | 58 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:22 | yes | 13 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:11 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:43 | yes | 18 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:19 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:20 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:37 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:18 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:08 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:05 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:35 | yes | 25 | 70 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:52 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:12 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:44 | yes | 24 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:17 | yes | 20 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:26 | yes | 10 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:45 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:51 | yes | 14 | 33 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:19 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:11 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:32 | yes | 14 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:23 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:21 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:21 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:20 | yes | 25 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:46 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:22 | yes | 24 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:55 | yes | 25 | 31 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:18 | yes | 24 | 126 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:39 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:03 | yes | 20 | 38 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
Tencent Cloud read as Tencent Cloud CDN
Unresolved, counted raw
Baidu
Baidu AI Cloud
BytePlus
Cedexis
Cloudflare Free, Pro, or Business
Lumen Technologies CDN
Microsoft 365 CDN
NTT Communications CDN
Vercel Flat Rate CDN
Verizon Media (VMDS / Edgecast)
Discontinued, still offered
No shut-down product was recommended here.