Content delivery networks for small business buyers
Asked as “CDN”, and as “content delivery network”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
91%
Consensus
91Cloudflare04Bunny.net02Cloudflare CDN04others
91% of first choices, consensus.
Since October 2026▲+6Since October 2026: 85% → 91%, +6 points. Inside the 11-point floor: within noise.Cloudflare held the lead, +6 points on 85%, 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
Cloudflare91%Consensus▲+6Since October 2026: 85% → 91%, +6 points. Inside the 11-point floor: within noise.This pageMid-marketCloudflare93%Consensus▲+25Since October 2026: 68% → 93%, +25 points. Past the 11-point floor: movement.Standing →EnterpriseCloudflare69%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.This pageMid-marketCloudflare93%Consensus▲+25Since October 2026: 68% → 93%, +25 points. Past the 11-point floor: movement.Standing →EnterpriseCloudflare69%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Cloudflare91%8%75endorsed leader▲+6Since October 2026: 85% → 91%, +6 points. Inside the 11-point floor: within noise.85% → 91%
Cloudflare91%8%75endorsed leader▲+6Since October 2026: 85% → 91%, +6 points. Inside the 11-point floor: within noise.85% → 91%02
Bunny.net4%3%68accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
Bunny.net4%3%68accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%03
KeyCDN2%8%36accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
KeyCDN2%8%36accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the five products at 0%, ordered by negative rate
08
Akamai0%93%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Akamai0%93%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Google Cloud CDN Lab in the set0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Cloud CDN Lab in the set0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Fastly0%40%48criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Fastly0%40%48criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%04
Amazon CloudFront0%32%62criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Amazon CloudFront0%32%62criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Gcore0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Gcore0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
One product takes 91% 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. Four products carry a negative rate above 25% in this category.
What they warned about
Fourteen of fourteen models held their first choice under the paraphrase. 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.
Akamai93%
26 of 28 labels negative · 12 of 14 models · 11 hard negative
“Akamai and CloudFront are positioned for global enterprises with heavy compliance demands and are generally not ideal for small businesses” Claude Haiku 4.5, negative prompt
Fastly40%
19 of 48 labels negative · 12 of 14 models · 2 hard negative
“Avoid: Enterprise-grade CDNs like Akamai, AWS CloudFront, or Fastly at this stage” Kimi K2, budget prompt
Amazon CloudFront32%
20 of 62 labels negative · 11 of 14 models · 2 hard negative
“CloudFront's configurations require at least some basic knowledge of CDNs, making it less beginner-friendly” Claude Haiku 4.5, negative prompt
Edgio
100%
6 of 6 labels negative · 6 of 14 models · 6 hard negative
“Why to avoid: Edgio focuses primarily on enterprise media delivery, streaming, and large-scale security.” Gemini 3.5 Flash, 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
65 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. 706 links across 179 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 · BlazingCDN24 answers · 38 citations · 10 models
vendor site · Cloudflare23 answers · 44 citations · 8 models
vendor site · Fastly22 answers · 36 citations · 10 models
vendor site · IO River18 answers · 23 citations · 11 models
vendor site · CDNetworks18 answers · 20 citations · 8 models
vendor site · GitHub17 answers · 22 citations · 7 models
vendor site · Bunny.net14 answers · 33 citations · 7 models
vendor site · EdgeOne14 answers · 19 citations · 6 models
14 answers · 14 citations · 5 models
13 answers · 13 citations · 7 models
vendor site · SourceForge13 answers · 13 citations · 7 models
12 answers · 12 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.
16 answers · 7 models
14 answers · 5 models
13 answers · 7 models
12 answers · 7 models
12 answers · 6 models
12 answers · 7 models
10 answers · 6 models
9 answers · 6 models
9 answers · 6 models
8 answers · 5 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 Cloudflare 91%, Cloudflare Free or Pro 2%, Cloudflare Application Services 0% | 92% | 421 | 550,000 | 10,897 | 4,995,413 | 111 | 1 | |
| Bunny.net bunny.net | 4% | 109 | 1,300 | 44 | 22,083 | 43 | ||
| KeyCDN keycdn.com | 2% | 55 | 390 | 10 | 256,464 | |||
| Cloudflare CDN | 2% | |||||||
| Amazon aws.amazon.com Amazon CloudFront 0% | 0% | 153 | 151,000,000 | 1,380,939 | 9,238,321 | $20,476 | 3 | |
| Netlify netlify.com | 0% | 9 | ||||||
| Fastly fastly.com | 0% | 148 | 18,100 | 950 | 107,961 | $2,460 | 120 | 1 |
| Gcore gcore.com | 0% | 24 | 1,600 | 44 | 23,524 | 9 | ||
| Vercel vercel.app | 0% | 16 | ||||||
| CDN77 cdn77.com | 0% | 21 | 480 | 3 | 2,093 | 5 |
Google's top ten for the three searches hold 21 sites; 3 of them are among the sites the models cited here (broadbandnow.com, 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 small B2B company?”Paraphrase“Which content delivery network would you recommend to a small business that sells to other businesses?”Comparative“What are the top CDNs for a small team and how do they differ?”Budget-constrained“What is the best CDN for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a CDN. What should we look at?”Negative“Which CDNs should a small business avoid or be cautious about?”
Claude Haiku 4.5Cloudflareagainst: Akamai, EdgeCastCloudflareHeldagainst: Akamai, FastlyCloudflareCloudflareno first choiceagainst: Akamai, Amazon CloudFront
One alternative
Bunny.netTwo alternatives
Amazon CloudFront, Bunny.netThree alternatives
Bunny.net, Gcore, KeyCDNTwo alternatives
Bunny.net, KeyCDNGPT-5.4 miniCloudflareagainst: AkamaiCloudflareHeldagainst: AkamaiCloudflareagainst: Akamai, Bunny.netCloudflare Free or Prono first choicenothing named
Three alternatives
Amazon CloudFront, Bunny.net, FastlyTwo alternatives
Bunny.net, FastlyThree alternatives
Amazon CloudFront, Fastly, Google Cloud CDNTwo alternatives
Amazon CloudFront, Bunny.netGemini 3.5 FlashCloudflareCloudflareHeldCloudflareCloudflareCloudflareagainst: Fastlyagainst: Akamai, Amazon CloudFront, Edgio, Fastly
Three alternatives
Amazon CloudFront, Azure Front Door, Bunny.netTwo alternatives
Amazon CloudFront, Bunny.netFive alternatives
Amazon CloudFront, Bunny.net, Fastly, Netlify, VercelTwo alternatives
Amazon CloudFront, Bunny.netFour alternatives
Amazon CloudFront, Bunny.net, Netlify, VercelPerplexity SonarCloudflareagainst: FastlyCloudflareHeldagainst: AkamaiCloudflareCloudflareagainst: KeyCDNno first choiceagainst: Akamai, Amazon CloudFront, Fastly, Google Cloud CDN
Four alternatives
Amazon CloudFront, Bunny.net, CDNetworks, GcoreThree alternatives
Amazon CloudFront, Bunny.net, FastlyFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNTwo alternatives
Amazon CloudFront, Bunny.netGrok 4.20Cloudflareagainst: Akamai, Amazon CloudFrontCloudflareHeldagainst: Fastly, StackPathCloudflareagainst: Akamai, Edgio, StackPath, SucuriCloudflareCloudflareagainst: Akamaiagainst: Akamai, Amazon CloudFront, Cloudflare, Google Cloud CDN, cdnjs.com, jsDelivr, unpkg
Three alternatives
Bunny.net, Fastly, KeyCDNTwo alternatives
Amazon CloudFront, Bunny.netSix alternatives
Amazon CloudFront, Bunny.net, CDN77, Fastly, Gcore, KeyCDNFive alternatives
Amazon CloudFront, Bunny.net, Google Cloud CDN, KeyCDN, SucuriFour alternatives
Amazon CloudFront, Bunny.net, Fastly, GcoreMistral SmallCloudflareCloudflareHeldBunny.net, Cloudflareagainst: FastlyCloudflareno first choiceagainst: Akamai, Fastly, Google Cloud CDN
Two alternatives
Bunny.net, KeyCDNThree alternatives
Azure CDN, Bunny.net, FastlyTwo alternatives
Amazon CloudFront, Google Cloud CDNTwo alternatives
Bunny.net, GcoreDeepSeek V4 FlashCloudflareagainst: Akamai, FastlyCloudflareHeldagainst: Akamai, FastlyBunny.net, CloudflareBunny.net, CloudflareCloudflareagainst: Akamaiagainst: Akamai, Amazon CloudFront, Cloudflare, Edgio, Fastly, StackPath, Verizon Edgecast
Two alternatives
Amazon CloudFront, Bunny.netOne alternative
Bunny.netFour alternatives
Amazon CloudFront, Fastly, KeyCDN, jsDelivrThree alternatives
Amazon CloudFront, Bunny.net, FastlyLlama 4 MaverickCloudflareCloudflareHeldCloudflareagainst: Akamai, Amazon CloudFrontCloudflareagainst: Akamai, Amazon CloudFront, Azure CDNno first choicenothing named
Three alternatives
Bunny.net, KeyCDN, StackPathTwo alternatives
Bunny.net, KeyCDNOne alternative
KeyCDNQwen 3.7 FlashCloudflareagainst: Amazon CloudFrontCloudflareHeldagainst: Amazon CloudFrontCloudflareagainst: Amazon CloudFrontCloudflareagainst: Amazon CloudFrontCloudflareagainst: Akamai, Amazon CloudFront, Fastlyagainst: Akamai, Amazon CloudFront, EdgeCast, Edgio, Google Cloud CDN, Squarespace, Wix
Three alternatives
Bunny.net, Netlify, VercelOne alternative
Bunny.netTwo alternatives
Bunny.net, FastlyThree alternatives
Bunny.net, Netlify, VercelKimi K2CloudflareCloudflareHeldCloudflareCloudflareagainst: Akamai, Amazon CloudFront, FastlyCloudflareagainst: Akamai, Cloudflare, EdgeCast Cloud Services, Edgio, Mirror Image, StackPath
Two alternatives
Amazon CloudFront, Bunny.netTwo alternatives
Bunny.net, KeyCDNFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNOne alternative
Bunny.netFour alternatives
Amazon CloudFront, Azure CDN, Fastly, KeyCDNGLM 4.7 FlashXCloudflareCloudflareHeldagainst: Bunny.net, Fastly, KeyCDNCloudflareCloudflareCloudflareagainst: Akamai, Amazon CloudFront, Cloudflare, Edgio, Fastly, Gcore, Google Hosted Libraries, KeyCDN, cdnjs
Three alternatives
Amazon CloudFront, Bunny.net, FastlyOne alternative
Amazon CloudFrontFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNThree alternatives
Bunny.net, EdgeOne, KeyCDNThree alternatives
Amazon CloudFront, Bunny.net, FastlyMiniMax M2.5CloudflareCloudflareHeldCloudflareagainst: Amazon CloudFront, Azure Front Door, Fastly, Google Cloud CDNCloudflareagainst: Amazon CloudFrontCloudflare, KeyCDNagainst: CDN77, CDNify, Cloudflare, Fastly
Three alternatives
Bunny.net, CDN77, KeyCDNFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNTwo alternatives
Bunny.net, NetlifyTwo alternatives
Bunny.net, KeyCDNTwo alternatives
Amazon CloudFront, FastlyGPT-6 LunaCloudflareCloudflareHeldCloudflareagainst: FastlyCloudflareno first choiceagainst: Cloudflare
One alternative
Amazon CloudFrontOne alternative
Amazon CloudFrontThree alternatives
Amazon CloudFront, Bunny.net, Vercel's built-in CDNOne alternative
Bunny.netMuse Glimmer 30BCloudflareCloudflareHeldCloudflareagainst: Amazon CloudFrontCloudflareBunny.net, Cloudflare CDNagainst: Akamai, Amazon CloudFront, Fastly
Three alternatives
Amazon CloudFront, BlazingCDN, Bunny.netOne alternative
Amazon CloudFrontThree alternatives
Bunny.net, Fastly, KeyCDNFour alternatives
Amazon CloudFront, Bunny.net, EdgeOne, KeyCDNTwo alternatives
Amazon CloudFront, FastlyBold 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 14:54 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:58 | no | 0 | 3 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 14:02 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 18:00 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:43 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:28 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:40 | yes | 23 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:23 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:19 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:05 | yes | 10 | 45 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:19 | yes | 23 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:30 | yes | 9 | 44 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:20 | yes | 2 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:47 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:20 | yes | 3 | 11 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 14:51 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:20 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:25 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:24 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:00 | yes | 25 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:58 | yes | 5 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:24 | yes | 15 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:02 | yes | 15 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:10 | no | 0 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:34 | yes | 3 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:55 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:07 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:16 | yes | 7 | 7 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 11:37 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:26 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:57 | yes | 5 | 43 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:38 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:07 | yes | 23 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:11 | yes | 9 | 5 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:26 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:44 | yes | 8 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:02 | yes | 10 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:47 | yes | 19 | 38 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:38 | yes | 5 | 13 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:57 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:01 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:45 | 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 15:35 | yes | 6 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:44 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:53 | yes | 5 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:14 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:34 | yes | 20 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:23 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:59 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:20 | yes | 5 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:40 | yes | 19 | 95 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:33 | no | 0 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:54 | yes | 2 | 8 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:08 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:12 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:16 | no | 0 | 6 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 15:02 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:48 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:33 | yes | 10 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:34 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:34 | yes | 22 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:11 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:37 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:58 | yes | 15 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:06 | yes | 19 | 72 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:26 | no | 0 | 78 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:59 | yes | 3 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:38 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:14 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:41 | yes | 3 | 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 12:42 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:06 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:44 | yes | 14 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:10 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:03 | yes | 23 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:26 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:56 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:45 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:57 | yes | 22 | 74 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:57 | yes | 10 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:57 | yes | 3 | 11 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:37 | yes | 24 | 31 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
Cloudflare Application Services
Cloudflare CDN
Cloudflare Free or Pro
Cloudimage
EdgeCast Cloud Services
Gumlet
Hostinger CDN
Media CDN
Vercel's built-in CDN
Verizon Edgecast (now part of Edgio)
cdnjs.com
Discontinued, still offered
No shut-down product was recommended here.