Content delivery networks
Asked as “CDN”, and as “content delivery network”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
68%
Clear leader
68Cloudflare12Bunny.net07KeyCDN12others
68% of first choices, clear leader.
Since September 2026▼−15Since September 2026: 80% → 65%, −15 points. Past the 11-point floor: movement. Read over the models both editions asked.Cloudflare held the lead, −15 points on 80%, 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
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.This pageEnterpriseCloudflare46%Clear leader▼−11Since September 2026: 53% → 43%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
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.This pageEnterpriseCloudflare46%Clear leader▼−11Since September 2026: 53% → 43%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Cloudflare68%8%72endorsed leader▼−15Since September 2026: 80% → 65%, −15 points. Past the 11-point floor: movement. Read over the models both editions asked.80% → 65%
Cloudflare68%8%72endorsed leader▼−15Since September 2026: 80% → 65%, −15 points. Past the 11-point floor: movement. Read over the models both editions asked.80% → 65%02
Bunny.net12%7%45accepted challenger▼−3Since September 2026: 15% → 12%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 12%
Bunny.net12%7%45accepted challenger▼−3Since September 2026: 15% → 12%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 12%03
KeyCDN7%12%25accepted challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 8%
KeyCDN7%12%25accepted challenger▲+8Since September 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 8%04
Amazon CloudFront5%22%68accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%
Amazon CloudFront5%22%68accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%05
Fastly4%20%61accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Fastly4%20%61accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%06
Akamai2%38%48criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Akamai2%38%48criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the two products at 0%, ordered by negative rate
08
Azure CDN0%25%12criticized 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 CDN0%25%12criticized 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
Google Cloud CDN Lab in the set0%14%22accepted 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%14%22accepted 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
One product takes 68% of first choices here, so the chart would put seven 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. Two products carry a negative rate above 25% in this category.
What they warned about
Nine of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash 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.
Akamai38%
18 of 48 labels negative · 10 of 14 models · 2 hard negative
“Avoid enterprise ones (Akamai, Fastly) as they're pricier.” Grok 4.1 Fast, budget prompt
Amazon CloudFront22%
15 of 68 labels negative · 10 of 14 models · 1 hard negative
“It's best to avoid unless you have strict cost controls and predictable traffic patterns.” Mistral Small, negative prompt
Fastly20%
12 of 61 labels negative · 9 of 14 models · 1 hard negative
“Avoid enterprise ones (Akamai, Fastly) as they're pricier.” Grok 4.1 Fast, budget prompt
Cloudflare8%
6 of 72 labels negative · 6 of 14 models
“Major outages (2024‑2025)... When to be cautious - If your application is mission‑critical, consider a multi‑CDN or fail‑over strategy.” GLM 4.7 FlashX, 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
71 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. 875 links across 236 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 · BlazingCDN49 answers · 118 citations · 12 models
vendor site · Fastly29 answers · 45 citations · 12 models
24 answers · 24 citations · 10 models
21 answers · 22 citations · 10 models
vendor site · CDNetworks20 answers · 22 citations · 8 models
vendor site · EdgeNext19 answers · 19 citations · 9 models
15 answers · 15 citations · 9 models
15 answers · 15 citations · 9 models
vendor site · Atlantic.Net13 answers · 13 citations · 9 models
12 answers · 13 citations · 5 models
vendor site · InMotion Hosting12 answers · 12 citations · 7 models
12 answers · 12 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.
24 answers · 10 models
17 answers · 8 models
17 answers · 10 models
17 answers · 9 models
16 answers · 7 models
15 answers · 8 models
15 answers · 9 models
15 answers · 9 models
13 answers · 9 models
13 answers · 8 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 | 68% | 430 | 550,000 | 10,897 | 4,995,413 | 111 | 1 | |
| Bunny.net bunny.net | 12% | 111 | 1,300 | 44 | 22,083 | 43 | ||
| KeyCDN keycdn.com | 7% | 61 | 390 | 10 | 256,464 | |||
| Amazon aws.amazon.com Amazon CloudFront 5% | 5% | 162 | 151,000,000 | 1,380,939 | 9,238,321 | $20,476 | 3 | |
| Fastly fastly.com | 4% | 148 | 18,100 | 950 | 107,961 | $2,460 | 120 | 1 |
| Akamai akamai.com | 2% | 148 | 27,100 | 1,614 | 474,820 | $2,159 | 80 | 7 |
| CDN77 cdn77.com | 2% | 16 | 480 | 3 | 2,093 | 5 | ||
| Google Cloud google.dev Google Cloud CDN 0% | 0% | 54 | 165,000 | 7,596 | 881,346 | 109 | ||
| Azure parent site Azure Front Door 0%, Azure CDN 0% | 0% | 32 | 301,000 | 47,904 | ||||
| CDNetworks cdnetworks.com | 0% | 14 | 90 | 7 | 27,830 |
Google's top ten for the three searches hold 21 sites; 3 of them are among the sites the models cited here (broadbandnow.com, fastly.com, wpforms.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 4.5Amazon CloudFront, CDN77CloudflareChangedagainst: AkamaiCloudflareagainst: Amazon CloudFrontBunny.net, Cloudflareno first choiceagainst: Akamai, Azure CDN, Cloudflare, Gcore, KeyCDN
Three alternatives
Azure CDN, Cloudflare, GcoreOne alternative
Amazon CloudFrontFive alternatives
Akamai, Azure CDN, Bunny.net, Fastly, Google Cloud CDNFive alternatives
Amazon CloudFront, Fastly, Netlify, Vercel, jsDelivrGPT-5.4 miniCloudflareagainst: AkamaiCloudflareHeldagainst: Akamaino first choiceCloudflareagainst: Fastlyno first choicenothing named
Two alternatives
Amazon CloudFront, FastlyOne alternative
FastlyFive alternatives
Akamai, Amazon CloudFront, Cloudflare, Fastly, Google Cloud CDNTwo alternatives
Amazon CloudFront, Bunny.netGemini 3.5 FlashCloudflareagainst: Akamai, Amazon CloudFrontCloudflareHeldCloudflareCloudflareCloudflare, Fastlyagainst: Akamaiagainst: Alibaba Cloud CDN, Amazon CloudFront, Azure CDN, BootCDN, Google Cloud CDN, Polyfill.io, Staticfile, Tencent Cloud CDN, cdnjs, jsDelivr, unpkg
Two alternatives
Bunny.net, FastlyThree alternatives
Amazon CloudFront, Bunny.net, FastlyFour alternatives
Akamai, Amazon CloudFront, Bunny.net, FastlyThree alternatives
Amazon CloudFront, Bunny.net, KeyCDNTwo alternatives
Amazon CloudFront, Azure Front DoorPerplexity SonarCloudflareagainst: FastlyCloudflareHeldCloudflareCloudflareno first choicenothing named
Two alternatives
Akamai, Amazon CloudFrontThree alternatives
Akamai, Amazon CloudFront, FastlySeven alternatives
Akamai, Amazon CloudFront, Bunny.net, CDN77, CDNetworks, Fastly, Google Cloud CDNTwo alternatives
Bunny.net, KeyCDNGrok 4.1 FastCloudflareagainst: AkamaiCloudflareHeldagainst: FastlyCloudflareCloudflareagainst: Akamai, Amazon CloudFront, Fastlyno first choiceagainst: Amazon CloudFront, BaishanCloud, Bunny.net, Cloudflare, Fastly, Google Cloud, KeyCDN, Microsoft
Three alternatives
Amazon CloudFront, Bunny.net, KeyCDNThree alternatives
Amazon CloudFront, Bunny.net, KeyCDNFour alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNOne alternative
Bunny.netMistral SmallBunny.net, KeyCDNAmazon CloudFrontChangedno first choiceCloudflareno first choiceagainst: Akamai, Amazon CloudFront, Bunny.net, Cloudflare, Fastly
Two alternatives
Azure CDN, KeyCDNTwo alternatives
Amazon CloudFront, Jetpack Site AcceleratorDeepSeek V4 FlashCloudflareagainst: AkamaiCloudflareHeldagainst: Akamai, Amazon CloudFront, FastlyCloudflareBunny.net, Cloudflareagainst: Fastlyno first choiceagainst: Edgioagainst: Alibaba Cloud CDN, Amazon CloudFront, BlazingCDN, CDN77, CDNsun, CDNvideo, CacheFly, ChinaNetCenter, DDoS-Guard, G-Core, Google Cloud CDN, KeyCDN, Medianova, Tencent Cloud CDN
Two alternatives
Amazon CloudFront, Bunny.netOne alternative
Bunny.netFour alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNOne alternative
Amazon CloudFrontLlama 4 MaverickBunny.net, KeyCDNBunny.netChangedno first choiceCloudflareno first choiceagainst: Amazon CloudFront, Bunny.net, Cloudflare, Fastly
One alternative
BlazingCDNTwo alternatives
CDNetworks, InMotion HostingThree alternatives
BlazingCDN, Bunny.net, jsDelivrQwen 3.7 FlashKeyCDNagainst: Akamai, Level3CloudflareChangedCloudflareCloudflareno first choiceagainst: Akamaiagainst: Google Hosted Libraries, cdnjs, jsDelivr, unpkg
Three alternatives
BlazingCDN, Bunny.net, CloudflareTwo alternatives
Amazon CloudFront, FastlyThree alternatives
Akamai, Amazon CloudFront, FastlyFour alternatives
Amazon CloudFront, Bunny.net, Netlify, VercelFour alternatives
Amazon CloudFront, Azure Front Door, Cloudflare, FastlyKimi K2Cloudflareagainst: Amazon CloudFront, StackPathCloudflareHeldno first choiceCloudflareagainst: Amazon CloudFrontCloudflareagainst: Akamainothing named
Three alternatives
Bunny.net, Fastly, KeyCDNThree alternatives
Amazon CloudFront, Azure CDN, KeyCDNTwo alternatives
Bunny.net, KeyCDNFive alternatives
Amazon CloudFront, Azure Front Door, Bunny.net, Fastly, GcoreGLM 4.7 FlashXCloudflareagainst: AkamaiCloudflareHeldAkamaiCloudflareAkamai, Amazon CloudFront, Cloudflare, Fastlyagainst: Akamai, Amazon CloudFront, Azure CDN, Cloudflare, Fastly, Google Cloud CDN
Three alternatives
Amazon CloudFront, Bunny.net, FastlyFour alternatives
Akamai, Amazon CloudFront, Azure Front Door, FastlyFive alternatives
Amazon CloudFront, Azure CDN, Cloudflare, Fastly, Google Cloud CDNTwo alternatives
Amazon CloudFront, Bunny.netTwo alternatives
CDNetworks, EdgeOneMiniMax M2.5Bunny.net, KeyCDNagainst: FastlyCloudflareChangedCloudflareCloudflareagainst: Amazon CloudFrontno first choicenothing named
Two alternatives
Amazon CloudFront, CloudflareThree alternatives
Amazon CloudFront, Bunny.net, FastlyFour alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNTwo alternatives
Bunny.net, KeyCDNGPT-6 LunaCloudflareCloudflareHeldCloudflareCloudflareno first choicenothing named
Two alternatives
Amazon CloudFront, FastlyTwo alternatives
Amazon CloudFront, FastlyFour alternatives
Akamai, Amazon CloudFront, Fastly, Google Cloud CDNTwo alternatives
Amazon CloudFront, Bunny.netMuse Glimmer 30BCloudflareagainst: AkamaiCloudflareHeldno first choiceBunny.net, Cloudflareno first choiceagainst: Amazon CloudFrontagainst: Akamai, Amazon CloudFront, Cloudflare, Fastly, Google APIs, Google Hosted Libraries, Imperva, SiteGround CDN, Webflow CDN, cdnjs, jsDelivr
Four alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNFive alternatives
Amazon CloudFront, Azure Front Door, Bunny.net, Fastly, Google Cloud CDNFive alternatives
Akamai, Amazon CloudFront, Cloudflare, Fastly, Google Cloud CDNOne alternative
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. 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 12:49 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:53 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:12 | yes | 10 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:07 | yes | 27 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:36 | yes | 23 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:21 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:34 | yes | 23 | 53 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:01 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:07 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:35 | yes | 14 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:56 | yes | 25 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:49 | yes | 10 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:34 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:37 | yes | 13 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:23 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:49 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:00 | yes | 13 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:00 | yes | 24 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:42 | yes | 19 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:11 | yes | 13 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:15 | yes | 18 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:56 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:22 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:37 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:32 | yes | 15 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:34 | no | 0 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:56 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:19 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:47 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:27 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:31 | yes | 13 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:27 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:13 | yes | 19 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:19 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:54 | yes | 15 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:51 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:58 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:16 | yes | 8 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:19 | yes | 15 | 177 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:45 | yes | 10 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:23 | yes | 8 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:00 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:33 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:48 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:54 | yes | 16 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:25 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:24 | yes | 24 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:40 | yes | 5 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:42 | no | 0 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:59 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:54 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:10 | yes | 15 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:01 | yes | 10 | 19 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:19 | yes | 5 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:12 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:32 | yes | 24 | 38 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:43 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:38 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:21 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 13:30 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:59 | yes | 17 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:51 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:38 | yes | 18 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:57 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:53 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:42 | yes | 9 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:44 | yes | 15 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:49 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:52 | yes | 14 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:12 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:55 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:55 | yes | 13 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:04 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:39 | yes | 24 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:50 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:11 | yes | 24 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:28 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:57 | yes | 5 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:56 | yes | 19 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:01 | yes | 15 | 280 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:38 | yes | 12 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:43 | yes | 3 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:47 | yes | 15 | 26 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
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Claude Haiku 4.5
4 of 4 flipped
GPT-5.4 mini
1 of 4 flipped
Gemini 3.5 Flash
3 of 6 flipped
Perplexity Sonar
2 of 4 flipped
Grok 4.1 Fast
1 of 5 flipped
Mistral Small
2 of 3 flipped
DeepSeek V4 Flash
3 of 6 flipped
Llama 4 Maverick
3 of 4 flipped
Qwen 3.7 Flash
3 of 4 flipped
Kimi K2
1 of 5 flipped
GLM 4.7 FlashX
4 of 5 flipped
MiniMax M2.5
3 of 5 flipped
GPT-6 Luna
0 of 4 flipped
Muse Glimmer 30B
2 of 5 flipped
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
None. Every name in this category resolved on its own.
Unresolved, counted raw
BootCDN
CDNvideo
ChinaNetCenter (Wangsu/Quantil)
G-Core
Google APIs
Jetpack Site Accelerator
Level3
Media CDN
Mux
Staticfile
Vercel's CDN
Webflow CDN
Discontinued, still offered
No shut-down product was recommended here.