Video marketing and hosting for enterprise buyers
Asked as “video hosting platform for marketing”, and as “business video hosting and analytics tool”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · Vidyard 23%
40Wistia23Vidyard09Brightcove28others
40% of first choices, contested.
Since October 2026▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.Wistia held the lead, +8 points on 32%, 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
Wistia62%Clear leader▲+7Since October 2026: 55% → 62%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-marketWistia60%Clear leader▲+9Since October 2026: 51% → 60%, +9 points. Inside the 11-point floor: within noise.Standing →EnterpriseWistia40%Contested▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.This page
Wistia62%Clear leader▲+7Since October 2026: 55% → 62%, +7 points. Inside the 11-point floor: within noise.Standing →Mid-marketWistia60%Clear leader▲+9Since October 2026: 51% → 60%, +9 points. Inside the 11-point floor: within noise.Standing →EnterpriseWistia40%Contested▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.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 October 2026
01Wistia40%13%67endorsed leader▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.32% → 40%
Wistia40%13%67endorsed leader▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.32% → 40%02
Vidyard23%11%57accepted challenger▲+3Since October 2026: 20% → 23%, +3 points. Inside the 11-point floor: within noise.20% → 23%
Vidyard23%11%57accepted challenger▲+3Since October 2026: 20% → 23%, +3 points. Inside the 11-point floor: within noise.20% → 23%03
Brightcove9%18%65accepted challenger▼−14Since October 2026: 23% → 9%, −14 points. Past the 11-point floor: movement.23% → 9%
Brightcove9%18%65accepted challenger▼−14Since October 2026: 23% → 9%, −14 points. Past the 11-point floor: movement.23% → 9%04
Vimeo9%25%64criticized challenger▼−5Since October 2026: 14% → 9%, −5 points. Inside the 11-point floor: within noise.14% → 9%
Vimeo9%25%64criticized challenger▼−5Since October 2026: 14% → 9%, −5 points. Inside the 11-point floor: within noise.14% → 9%05
Kaltura6%19%43accepted challenger▲+1Since October 2026: 5% → 6%, +1 point. Inside the 11-point floor: within noise.5% → 6%
Kaltura6%19%43accepted challenger▲+1Since October 2026: 5% → 6%, +1 point. Inside the 11-point floor: within noise.5% → 6%06
SproutVideo6%15%13accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
SproutVideo6%15%13accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%Show the two products at 0%, ordered by negative rate
08
YouTube0%91%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
YouTube0%91%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Panopto0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Panopto0%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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
Wistia vs SproutVideoWistia vs BrightcoveWistia vs GumletYouTube vs VidyardYouTube vs VimeoYouTube vs SproutVideoYouTube vs BrightcoveYouTube vs GumletVidyard vs VimeoVidyard vs SproutVideoVidyard vs BrightcoveVidyard vs GumletVimeo vs SproutVideoVimeo vs BrightcoveVimeo vs GumletSproutVideo vs BrightcoveSproutVideo vs GumletBrightcove vs Gumlet
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% negative50%
Key
01Wistia40%
Wistia40%02Vidyard23%
Vidyard23%03Brightcove9%
Brightcove9%04Vimeo9%
Vimeo9%05Kaltura6%
Kaltura6%06SproutVideo6%
SproutVideo6%07Panopto0%
Panopto0%08YouTube0%
YouTube0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
YouTube91%
20 of 22 labels negative · 14 of 14 models · 12 hard negative
“high caution or avoidance for marketing videos involving proprietary, customer, or brand-sensitive material... For internal or gated marketing (e.g., lead-gen videos), avoid entirely.” Grok 4.20, negative prompt
Vimeo25%
16 of 64 labels negative · 11 of 14 models · 2 hard negative
“By default it stores data in Google Cloud locations in the United States, which may not meet compliance requirements for all enterprises.” Claude Haiku 4.5, negative prompt
Brightcove18%
12 of 65 labels negative · 9 of 14 models
“It is significantly more expensive ($20k–$60k+) and technically complex to implement. It is often better for tech/product deployment than for general marketing campaigns.” Qwen 3.7 Flash, budget prompt
TikTok100%
7 of 7 labels negative · 7 of 14 models · 6 hard negative
“Platforms like TikTok face heightened regulatory scrutiny and government bans across various regions and corporate networks.” 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
78 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. 854 links across 176 sites, every framing counted. Ranked by the number of answers carrying the site or page. 34 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 · Cloudinary58 answers · 97 citations · 12 models
vendor site · Gumlet52 answers · 82 citations · 12 models
vendor site · Dacast26 answers · 35 citations · 10 models
24 answers · 25 citations · 11 models
vendor site · Zapier23 answers · 23 citations · 9 models
vendor site · Vidyard20 answers · 35 citations · 12 models
vendor site · Vbrick20 answers · 31 citations · 9 models
publisher (Gane)20 answers · 20 citations · 9 models
19 answers · 25 citations · 10 models
vendor site · SproutVideo17 answers · 31 citations · 9 models
vendor site · Wistia17 answers · 22 citations · 8 models
vendor site · Swarmify13 answers · 13 citations · 10 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.
44 answers · 12 models
38 answers · 11 models
33 answers · 12 models
23 answers · 9 models
21 answers · 10 models
20 answers · 9 models
11 answers · 9 models
10 answers · 8 models
10 answers · 6 models
10 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best video hosting platform for marketing”, “video hosting platform for marketing”. 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 |
|---|---|---|---|---|---|---|---|---|
| Wistia wistia.com | 40% | 199 | 14,800 | 151 | 42,328 | $312 | 95 | |
| Vidyard vidyard.com | 23% | 144 | 8,100 | 103 | 248,936 | $5 | 52 | |
| Brightcove brightcove.com | 9% | 107 | 4,400 | 126 | 15,083 | 0 | ||
| Vimeo vimeo.com | 9% | 178 | 301,000 | 5,563 | 5,708,986 | 13 | 1 | |
| Kaltura kaltura.com | 6% | 49 | 18,100 | 707 | 94,438 | 7 | ||
| SproutVideo sproutvideo.com | 6% | 75 | 880 | 29 | 3,963 | 3 | 4 | |
| Gumlet gumlet.com | 2% | 29 | 880 | 10 | 38,211 | 9 | 7 | |
| Vbrick vbrick.com | 2% | 11 | ||||||
| Goldcast goldcast.io Goldcast Video Hubs 2%, Goldcast 0% | 2% | 71 | 4,400 | 42 | 6,549 | 24 | ||
| TwentyThree twentythree.com | 2% | 4 |
Google's top ten for the two searches hold 15 sites; 3 of them are among the sites the models cited here (gumlet.com, sproutvideo.com, swarmify.com). The first result for “best video hosting platform for marketing” is reddit.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 video hosting platform for marketing for an enterprise B2B company?”Paraphrase“Which business video hosting and analytics tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade video hosting platforms for marketing and how do they differ?”Budget-constrained“What is the best video hosting platform for marketing 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 video hosting platform for marketing. What should we look at?”Negative“Which video hosting platforms for marketing should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5WistiaBrightcove, KalturaChangedWistiaVimeoagainst: Brightcove, Wistiano first choiceagainst: Vimeo, YouTube
Three alternatives
Brightcove, Vidyard, VimeoThree alternatives
Vbrick, Vidyard, WistiaThree alternatives
Brightcove, Vidyard, VimeoTwo alternatives
Dacast, GumletGPT-5.4 miniWistiaVimeoChangedVidyardVidyardBrightcove, Vidyard, Wistiaagainst: YouTube
Three alternatives
Brightcove, Vidyard, VimeoOne alternative
VidyardFour alternatives
Brightcove, Kaltura, SproutVideo, WistiaOne alternative
WistiaGemini 3.5 FlashVidyardagainst: VimeoVidyardHeldWistiaWistiaagainst: Bunny Stream, Cloudflare Streamno first choiceagainst: AWS S3, Dailymotion, Dropbox, Facebook Video, Google Drive, Instagram Reels, Loom, TikTok, Vimeo, YouTube, Zight/CloudApp
Two alternatives
Brightcove, WistiaThree alternatives
Brightcove, Kaltura, VimeoFour alternatives
Brightcove, Kaltura, Vidyard, VimeoTwo alternatives
Vidyard, VimeoFour alternatives
Brightcove, Vidyard, Vimeo, WistiaPerplexity SonarWistiaBrightcoveChangedWistiaGumletagainst: Vidyard, Wistiano first choiceagainst: Brightcove, Dacast, Kaltura, SproutVideo, Vidyard, Vimeo, Wistia, YouTube
Four alternatives
Brightcove, Goldcast Video Hubs, Kaltura, VimeoSix alternatives
Kaltura, Microsoft Stream, Panopto, Vidyard, Vimeo, WistiaSix alternatives
Brightcove, Cloudinary, HubSpot Content Hub, Kaltura, Vidyard, VimeoOne alternative
BrightcoveGrok 4.20Wistiaagainst: Brightcove, Kaltura, YouTubeVidyardChangedagainst: Brightcove, KalturaVidyard, Wistiaagainst: YouTubeBrightcoveagainst: Bunny Stream, Cloudflare Stream, Cloudinary, Mux, YouTubeno first choiceagainst: Dailymotion, Dropbox, Google Drive, Instagram Reels, TikTok, Vimeo, YouTube
Two alternatives
Vidyard, VimeoTwo alternatives
Vimeo, WistiaThree alternatives
Brightcove, Kaltura, VimeoThree alternatives
Vidyard, Vimeo, WistiaMistral SmallGoldcast Video Hubs, Vidyard, WistiaWistiaChangedWistiaagainst: CloudinaryBrightcove, Kalturaagainst: Vidyardno first choiceagainst: Vimeo, YouTube
Two alternatives
Brightcove, VimeoTwo alternatives
Brightcove, VidyardSix alternatives
Brightcove, Dacast, Goldcast, Kaltura, Vidyard, VimeoOne alternative
GumletDeepSeek V4 FlashWistiaagainst: Vimeo, YouTubeVidyardChangedWistiaWistiaagainst: Brightcove, Vidyard, Vimeo, YouTubeno first choiceagainst: Facebook Video, Instagram Reels, Periscope, TikTok, Twitch, Vimeo, Wistia, YouTube
Two alternatives
Brightcove, VidyardTwo alternatives
Brightcove, WistiaFour alternatives
Brightcove, Kaltura, Vidyard, VimeoLlama 4 MaverickWistiaWistiaHeldWistiaWistiano first choiceagainst: Vimeo, YouTube
Four alternatives
Brightcove, Goldcast Video Hubs, Panopto, VidyardTwo alternatives
Brightcove, VidyardFour alternatives
Brightcove, SproutVideo, Vidyard, VimeoThree alternatives
Brightcove, Dacast, VimeoQwen 3.7 FlashWistiaVidyardChangedWistiaVimeo, Wistiaagainst: AWS CloudFront, Brightcove, Google Cloud Storageno first choiceagainst: Instagram Reels, LinkedIn, TikTok, Vimeo, YouTube
Three alternatives
Brightcove, Vidyard, VimeoFour alternatives
Brightcove, Kaltura, Panopto, WistiaFour alternatives
Brightcove, Kaltura, Vidyard, VimeoKimi K2Wistiaagainst: YouTubeKaltura, VimeoChangedagainst: WistiaWistiaSproutVideoagainst: Brightcove, Kaltura, Vidyard, Vimeo, Wistiano first choiceagainst: Brightcove, Kaltura, TikTok, Vimeo, YouTube
Two alternatives
Brightcove, VidyardOne alternative
VidyardFour alternatives
Brightcove, SproutVideo, Vidyard, VimeoOne alternative
VimeoGLM 4.7 FlashXWistiaVbrickChangedWistiaagainst: YouTubeVidyardagainst: AWS MediaConvert, Brightcove, Cloudinary, Mux, Wistiano first choicenothing named
Three alternatives
Brightcove, Kaltura, SproutVideoTwo alternatives
Brightcove, VimeoFive alternatives
Brightcove, Kaltura, SproutVideo, Vidyard, VimeoMiniMax M2.5Vidyard, WistiaVidyardChangedBrightcove, Vidyard, Wistiaagainst: PanoptoSproutVideono first choiceagainst: Brightcove, Kaltura, Vbrick, Wistiaagainst: YouTube
Three alternatives
Brightcove, Kaltura, VimeoFour alternatives
Brightcove, Kaltura, Vbrick, WistiaFive alternatives
Gumlet, Kaltura, Mux, Vbrick, VimeoTwo alternatives
Vimeo, WistiaThree alternatives
Gumlet, Ignite.Video, VidyardGPT-6 LunaWistiaVimeoChangedWistiaTwentyThreeno first choiceagainst: Facebook Video, Instagram Reels, LinkedIn, TikTok, Vimeo, X, YouTube
Three alternatives
Vidyard, Vimeo, YouTubeTwo alternatives
Panopto, WistiaFive alternatives
Brightcove, Kaltura, TwentyThree, Vidyard, VimeoTwo alternatives
Vimeo, WistiaMuse Glimmer 30BWistiaVidyard, WistiaChangedVidyard, WistiaSproutVideoagainst: Brightcove, Kaltura, Vimeono first choiceagainst: Brightcove, Dropbox, Facebook Watch, Google Drive, Google Meet, Instagram Reels, Kaltura, Snapchat Spotlight, SproutVideo, TikTok, Vidyard, Vimeo, Wistia, YouTube, Zoom Webinars
Two alternatives
Brightcove, VidyardFour alternatives
Brightcove, Kaltura, Panopto, VbrickThree alternatives
Brightcove, Kaltura, VimeoOne alternative
WistiaBold 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 13:32 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:27 | yes | 3 | 8 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 11:56 | yes | 8 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:53 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:36 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:34 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:00 | yes | 22 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:49 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:27 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:40 | yes | 11 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 18 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:24 | yes | 5 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:36 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:17 | yes | 12 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:43 | yes | 19 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:17 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:32 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:07 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:10 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:27 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:39 | yes | 23 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:17 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:53 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:33 | yes | 19 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:57 | yes | 24 | 127 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:45 | yes | 9 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:17 | yes | 2 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:10 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:47 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:07 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:12 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:50 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:30 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:53 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:10 | yes | 23 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:31 | yes | 9 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:21 | yes | 9 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:34 | yes | 20 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:19 | yes | 23 | 130 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:56 | yes | 14 | 55 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:46 | yes | 6 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:55 | yes | 24 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:55 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:48 | yes | 2 | 6 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 14:35 | yes | 14 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:42 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:24 | yes | 17 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:00 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:49 | yes | 25 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:33 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:21 | yes | 8 | 60 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:02 | yes | 19 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:49 | yes | 22 | 114 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:38 | yes | 9 | 57 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:55 | yes | 2 | 24 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:14 | yes | 23 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:49 | yes | 17 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:55 | yes | 4 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:31 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:38 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:02 | yes | 5 | 19 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:05 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:02 | yes | 21 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:11 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:25 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:16 | yes | 14 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:07 | yes | 15 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:57 | yes | 17 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:46 | yes | 1 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:25 | yes | 13 | 36 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:51 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:46 | yes | 5 | 6 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 14:57 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:17 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:38 | yes | 5 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:14 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:47 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:27 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:48 | yes | 5 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:23 | yes | 25 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:32 | yes | 15 | 47 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:08 | yes | 5 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:20 | yes | 2 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:43 | yes | 14 | 29 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
Bunny.net read as Bunny Stream
Instagram read as Instagram Reels
Unresolved, counted raw
AWS CloudFront
AWS Elemental + Media Services
AWS Elemental MediaStore
AWS MediaConvert
Google Cloud Storage
IBM Watson Media
Ignite.Video
LinkedIn
Microsoft Stream
Snapchat Spotlight
Vidcast
Zight/CloudApp
alugha
Discontinued, still offered
No shut-down product was recommended here.