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
85%
Clear leader
85Cloudflare09Bunny.net02Cloudflare Application Services04others
85% of first choices, clear leader.
Since September 2026▼−7Since September 2026: 90% → 83%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Cloudflare held the lead, −7 points on 90%, 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.This pageMid-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.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.This pageMid-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.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 September 2026
01Cloudflare85%3%73endorsed leader▼−7Since September 2026: 90% → 83%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.90% → 83%
Cloudflare85%3%73endorsed leader▼−7Since September 2026: 90% → 83%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.90% → 83%02
Bunny.net9%0%64accepted challenger▲+7Since September 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 11%
Bunny.net9%0%64accepted challenger▲+7Since September 2026: 4% → 11%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 11%03
KeyCDN2%0%35accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
KeyCDN2%0%35accepted 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 four products at 0%, ordered by negative rate
07
Akamai0%75%20criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Akamai0%75%20criticized 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%57%14criticized 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%57%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%05
Fastly0%42%40criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Fastly0%42%40criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%04
Amazon CloudFront0%33%51criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Amazon CloudFront0%33%51criticized 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 85% of first choices here, so the chart would put six 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
Eleven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small and Llama 4 Maverick 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.
Fastly42%
17 of 40 labels negative · 12 of 14 models · 5 hard negative
“Powerful but criticized for steep learning curves, complex configuration, and high costs that make it risky or overkill for SMBs” Grok 4.1 Fast, negative prompt
Amazon CloudFront33%
17 of 51 labels negative · 11 of 14 models · 4 hard negative
“Labeled as criticized for SMBs due to intricate pricing (pay-per-use can surprise with bills) and a steeper setup curve” Grok 4.1 Fast, negative prompt
Akamai75%
15 of 20 labels negative · 10 of 14 models · 8 hard negative
“enterprise-tier providers like Akamai, Google Cloud CDN, Azure CDN, and Fastly are considered risky for small businesses due to their complexity, steep learning curve, and potential for "bill shock"” Llama 4 Maverick, negative prompt
Google Cloud CDN57%
8 of 14 labels negative · 8 of 14 models · 5 hard negative
“Avoid these until your traffic justifies the cost and complexity: **Google Cloud CDN** - Designed for large-scale enterprise operations” MiniMax M2.5, negative prompt
What they cite
Citations exist only for the models that return a source list: thirteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
70 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 872 links across 186 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 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 · BlazingCDN50 answers · 92 citations · 11 models
vendor site · Fastly32 answers · 45 citations · 11 models
29 answers · 29 citations · 10 models
vendor site · G219 answers · 24 citations · 10 models
vendor site · Accio19 answers · 23 citations · 9 models
17 answers · 25 citations · 9 models
17 answers · 17 citations · 6 models
17 answers · 17 citations · 9 models
vendor site · Cloudflare16 answers · 34 citations · 8 models
15 answers · 16 citations · 9 models
15 answers · 16 citations · 6 models
vendor site · InMotion Hosting14 answers · 14 citations · 9 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.
29 answers · 10 models
20 answers · 8 models
17 answers · 6 models
17 answers · 9 models
17 answers · 9 models
16 answers · 8 models
15 answers · 7 models
14 answers · 9 models
13 answers · 6 models
13 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 85%, Cloudflare Application Services 2% | 87% | 430 | 550,000 | 10,897 | 4,995,413 | 111 | 1 | |
| Bunny.net bunny.net | 9% | 111 | 1,300 | 44 | 22,083 | 43 | ||
| KeyCDN keycdn.com | 2% | 61 | 390 | 10 | 256,464 | |||
| jsDelivr jsdelivr.com | 2% | 6 | 2,900 | 68 | 155,279 | |||
| Amazon aws.amazon.com Amazon CloudFront 0% | 0% | 162 | 151,000,000 | 1,380,939 | 9,238,321 | $20,476 | 3 | |
| Gcore gcore.com | 0% | 15 | 1,600 | 44 | 23,524 | 9 | ||
| Vercel vercel.app | 0% | 20 | ||||||
| Netlify netlify.com | 0% | 11 | ||||||
| CDN77 cdn77.com | 0% | 16 | 480 | 3 | 2,093 | 5 | ||
| EdgeOne edgeone.ai | 0% | 5 |
Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (broadbandnow.com, cloudflare.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 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 4.5Bunny.net, CloudflareCloudflareChangedCloudflareagainst: FastlyCloudflareno first choiceagainst: Cloudways' Cloudflare Enterprise, Kinsta CDN, SiteGround CDN, cdnjs
Two alternatives
CDNsun, KeyCDNThree alternatives
Amazon CloudFront, Bunny.net, KeyCDNTwo alternatives
Bunny.net, KeyCDNThree alternatives
Amazon CloudFront, Bunny.net, DigitalOcean Spaces CDNGPT-5.4 miniCloudflareagainst: AkamaiCloudflareHeldCloudflareagainst: AkamaiCloudflareagainst: Amazon CloudFrontno first choicenothing named
Three alternatives
Bunny.net, CDN77, FastlyTwo alternatives
Akamai, FastlyTwo alternatives
Amazon CloudFront, FastlyGemini 3.5 FlashCloudflareCloudflareHeldagainst: Amazon CloudFrontCloudflareCloudflareCloudflareagainst: Akamai, Amazon CloudFront, Azure CDN, Fastly, Google Cloud CDN, Highwinds, Imperva, Lumen, MaxCDN, StackPath
Two alternatives
Amazon CloudFront, Bunny.netOne alternative
Bunny.netThree alternatives
Amazon CloudFront, Bunny.net, FastlyFour alternatives
Amazon CloudFront, Bunny.net, Netlify, VercelFour alternatives
Amazon CloudFront, Fastly, Netlify, VercelPerplexity SonarCloudflareagainst: FastlyCloudflareHeldCloudflareagainst: Amazon CloudFrontCloudflareno first choiceagainst: Fastly, Google Cloud CDN
One alternative
Bunny.netFour alternatives
Amazon CloudFront, Bunny.net, Fastly, Google Cloud CDNThree alternatives
Bunny.net, Fastly, KeyCDNTwo alternatives
Bunny.net, KeyCDNGrok 4.1 FastCloudflareCloudflareHeldCloudflareagainst: Amazon CloudFront, FastlyCloudflareagainst: Amazon CloudFront, AzureBunny.net, Cloudflareagainst: Akamai, Amazon CloudFront, Azure CDN, Fastly, Google Cloud CDN
Five alternatives
Amazon CloudFront, Bunny.net, Gcore, KeyCDN, StackPathTwo alternatives
Bunny.net, KeyCDNTwo alternatives
Bunny.net, KeyCDNTwo alternatives
Bunny.net, KeyCDNOne alternative
Amazon CloudFrontMistral SmallBunny.net, KeyCDNno first choiceChangedCloudflareCloudflareno first choiceagainst: Akamai, Amazon CloudFront, Azure CDN, Fastly, Google Cloud CDN
Two alternatives
Cloudflare, Google Cloud CDNFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNDeepSeek V4 FlashCloudflareCloudflareHeldCloudflareagainst: FastlyCloudflareCloudflareagainst: Akamai, Fastlyagainst: Akamai, Amazon CloudFront, Google Cloud CDN
Two alternatives
Bunny.net, KeyCDNOne alternative
Bunny.netTwo alternatives
Amazon CloudFront, Bunny.netThree alternatives
Bunny.net, EdgeOne, KeyCDNTwo alternatives
Amazon CloudFront, Bunny.netLlama 4 MaverickCloudflare Application ServicesBunny.net, CloudflareChangedCloudflareBunny.netno first choiceagainst: Akamai, Amazon CloudFront, Azure CDN, Fastly, Google Cloud CDN
Two alternatives
Amazon CloudFront, Bunny.netThree alternatives
Amazon CloudFront, BelugaCDN, KeyCDNQwen 3.7 FlashCloudflareCloudflareHeldagainst: Akamai, Amazon CloudFrontCloudflareagainst: Amazon CloudFrontCloudflareCloudflareagainst: Akamai, Edgioagainst: Akamai, Bluehost, GoDaddy, Magento, Shopify, SiteGround, Verizon EdgeCast
Two alternatives
Bunny.net, VercelTwo alternatives
KeyCDN, StackPathTwo alternatives
Bunny.net, FastlyThree alternatives
Bunny.net, Netlify, VercelFour alternatives
Bunny.net, Fastly, Netlify, VercelKimi K2CloudflareCloudflareHeldCloudflareCloudflareCloudflareagainst: Fastlyagainst: Cloudflare
Two alternatives
Bunny.net, KeyCDNOne alternative
Bunny.netThree alternatives
Bunny.net, Fastly, KeyCDNTwo alternatives
Bunny.net, GcoreOne alternative
Amazon CloudFrontGLM 4.7 FlashXCloudflareagainst: AkamaiCloudflareHeldCloudflareCloudflare, jsDelivrCloudflareagainst: Fastlyagainst: Akamai, Amazon CloudFront, Google Fonts, StackPath, cdnjs
Three alternatives
Amazon CloudFront, Bunny.net, FastlyTwo alternatives
Bunny.net, FastlyFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNThree alternatives
Amazon CloudFront, Bunny.net, KeyCDNTwo alternatives
Bunny.net, KeyCDNMiniMax M2.5CloudflareCloudflareHeldCloudflareCloudflareno first choiceagainst: Akamai, Azure CDN, Fastly, Google Cloud CDN
Three alternatives
Bunny.net, Google Cloud CDN, KeyCDNSix alternatives
Amazon CloudFront, Azure CDN, Bunny.net, Fastly, Google Cloud CDN, KeyCDNFour alternatives
Amazon CloudFront, Bunny.net, Fastly, KeyCDNTwo alternatives
Bunny.net, KeyCDNGPT-6 LunaCloudflareCloudflareHeldCloudflareCloudflareno first choiceagainst: Amazon CloudFront, Cloudflare, Fastly
Two alternatives
Amazon CloudFront, Bunny.netOne alternative
Amazon CloudFrontThree alternatives
Amazon CloudFront, Bunny.net, FastlyOne alternative
Bunny.netMuse Glimmer 30BCloudflareagainst: Amazon CloudFront, FastlyCloudflareHeldCloudflareCloudflareagainst: Amazon CloudFront, FastlyCloudflareagainst: Akamai, Alibaba Cloud CDN, Amazon CloudFront, Azure CDN, Fastly, Google Cloud CDN
Two alternatives
Bunny.net, KeyCDNTwo alternatives
Bunny.net, KeyCDNFour alternatives
Amazon CloudFront, Bunny.net — Bunny CDN, Fastly, KeyCDNThree alternatives
Bunny.net, EdgeOne, KeyCDNTwo alternatives
Bunny.net, 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 09:48 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:52 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:33 | yes | 7 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:22 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:59 | yes | 24 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:57 | yes | 7 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:26 | yes | 15 | 13 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:06 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:45 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:45 | yes | 13 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:53 | yes | 24 | 106 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:54 | yes | 5 | 13 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:19 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:02 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:38 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:17 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:19 | yes | 6 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:35 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:34 | yes | 15 | 4 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:44 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:49 | yes | 22 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:45 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:16 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:17 | yes | 10 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 10 | 40 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:25 | yes | 17 | 80 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:14 | yes | 4 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:45 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:43 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:28 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:08 | yes | 9 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:50 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:50 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:46 | yes | 14 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:17 | yes | 25 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:08 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:35 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:52 | yes | 10 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:37 | yes | 15 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:25 | yes | 10 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:14 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:46 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:44 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:16 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:21 | yes | 8 | 91 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:25 | yes | 21 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:59 | yes | 18 | 4 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:51 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:25 | yes | 14 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:24 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:43 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:02 | yes | 10 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:09 | yes | 25 | 109 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:41 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:13 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:18 | yes | 13 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:22 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:48 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:58 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:20 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:16 | yes | 15 | 5 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:26 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:25 | yes | 23 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:35 | yes | 5 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:39 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:09 | yes | 19 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:58 | yes | 10 | 81 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:27 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:18 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:52 | yes | 15 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:07 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:19 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:13 | yes | 7 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:46 | yes | 19 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:40 | yes | 24 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:50 | yes | 5 | 2 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:20 | yes | 24 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:44 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:23 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:31 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:49 | yes | 24 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:58 | yes | 16 | 38 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:46 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:34 | yes | 22 | 41 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
5centsCDN
Bunny.net — Bunny CDN
Cloudflare Application Services (CDN)
Cloudways' Cloudflare Enterprise
Google Fonts
Highwinds
Kinsta CDN
Magento
MaxCDN
TinyPNG image CDN
Verizon EdgeCast
Discontinued, still offered
No shut-down product was recommended here.