Creative automation platforms for enterprise buyers
Asked as “creative automation platform”, and as “ad creative production and management tool”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
38%
Contested · Smartly 13%
38Celtra13Smartly08Canva42others
38% of first choices, contested.
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.
The 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 rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Bannerflow vs CeltraBannerflow vs CreatopyBannerflow vs Marq TeamBannerflow vs ViewstCanva vs The BriefCanva vs SmartlyCanva vs CeltraCanva vs CreatopyCanva vs Marq TeamCanva vs ViewstThe Brief vs SmartlyThe Brief vs CeltraThe Brief vs CreatopyThe Brief vs Marq TeamThe Brief vs ViewstSmartly vs CeltraSmartly vs CreatopySmartly vs Marq TeamSmartly vs ViewstCeltra vs CreatopyCeltra vs Marq TeamCeltra vs ViewstCreatopy vs Marq TeamCreatopy vs ViewstMarq Team vs Viewst
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 →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Celtra38%
Celtra38%02Smartly13%
Smartly13%03Canva8%
Canva8%04Marq Team6%
Marq Team6%05Bannerflow4%
Bannerflow4%06Storyteq4%
Storyteq4%07Adobe GenStudio4%
Adobe GenStudio4%08Bynder2%
Bynder2%09CHILI publish0%
CHILI publish0%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 4.1 Fast, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Smartly23%
10 of 43 labels negative · 9 of 14 models · 1 hard negative
“Platforms to Avoid for Predictable Pricing” Kimi K2, budget prompt
Canva50%
9 of 18 labels negative · 7 of 14 models · 4 hard negative
“Consumer-Grade Design Platforms (e.g., Canva, Adobe Express) ... generally ill-suited for the core infrastructure of large-scale enterprise creative automation” Qwen 3.7 Flash, negative prompt
Adobe Express67%
6 of 9 labels negative · 6 of 14 models · 3 hard negative
“Consumer-Grade Design Platforms (e.g., Canva, Adobe Express) ... generally ill-suited for the core infrastructure” Qwen 3.7 Flash, negative prompt
Celtra11%
6 of 55 labels negative · 6 of 14 models · 1 hard negative
“No published pricing; median ~$73K, ranging $32K–$159K+” Kimi K2, budget 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
79 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. 1113 links across 277 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Bannerflow46 answers · 56 citations · 14 models
35 answers · 52 citations · 14 models
vendor site · Superside34 answers · 47 citations · 12 models
vendor site · Celtra31 answers · 50 citations · 12 models
vendor site · Viewst28 answers · 44 citations · 10 models
27 answers · 28 citations · 11 models
vendor site · Rocketium23 answers · 32 citations · 11 models
vendor site · Guideflow23 answers · 25 citations · 10 models
vendor site · Creatify.ai22 answers · 22 citations · 9 models
19 answers · 20 citations · 10 models
18 answers · 18 citations · 10 models
vendor site · Wireflow17 answers · 17 citations · 11 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.
36 answers · 12 models
30 answers · 12 models
27 answers · 11 models
25 answers · 11 models
22 answers · 9 models
21 answers · 10 models
17 answers · 11 models
15 answers · 9 models
13 answers · 9 models
12 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 creative automation platform”, “creative automation platform”. 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 |
|---|---|---|---|---|---|---|---|---|
| Celtra celtra.com | 38% | 128 | 1,300 | 23 | 1,622 | 2 | 1 | |
| Smartly smartly.io | 13% | 171 | 5,400 | 483 | 8,983 | 44 | 3 | |
| Canva canva.com | 8% | 137 | 24,900,000 | 183,421 | 81,177,765 | 101 | ||
| Adobe parent site Adobe GenStudio 4%, Adobe Firefly Creative Production 2%, Adobe Express 2%, Adobe Workfront 0% | 8% | 97 | 1,220,000 | 117,563 | ||||
| Marq Team marq.com | 6% | 59 | 0 | 62,091 | 2 | |||
| Bannerflow bannerflow.com | 4% | 112 | 320 | 2 | 5,102 | $51 | 8 | 6 |
| Storyteq storyteq.com | 4% | 92 | 390 | 11 | 1,162 | 14 | 5 | |
| CreateTOTALLY createtotally.com | 4% | 2 | ||||||
| Bynder bynder.com | 2% | 217 | 6,600 | 136 | 94,929 | 62 | 9 | |
| Abyssale abyssale.com | 2% | 20 |
Google's top ten for the two searches hold 15 sites; 3 of them are among the sites the models cited here (bannerflow.com, celtra.com, viewst.com). The first result for “best creative automation platform” is madgicx.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 creative automation platform for an enterprise B2B company?”Paraphrase“Which ad creative production and management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade creative automation platforms and how do they differ?”Budget-constrained“What is the best creative automation platform 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 creative automation platform. What should we look at?”Negative“Which creative automation platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Celtra, SmartlyCeltraChangedCeltra, SmartlyViewstno first choiceagainst: AdCreative.ai, Celtra, ChatGPT, Smartly
One alternative
BannerflowThree alternatives
Adobe Advertising, Smartly, StoryteqTwo alternatives
Bannerflow, StoryteqOne alternative
BannerflowGPT-5.4 miniSmartlyCeltraChangedCeltraAdobe Creative Cloud for Enterpriseno first choicenothing named
Three alternatives
Bannerflow, Celtra, Marq TeamOne alternative
BannerflowThree alternatives
Adobe Firefly Creative Production for Enterprise, Bannerflow, StoryteqOne alternative
CeltraGemini 3.5 FlashCeltraCeltraHeldAdobe GenStudioCreateTOTALLYagainst: Canvano first choiceagainst: AdCreative.ai, Adobe Express, Bannerbear, Bannerflow, Canva, Celtra, Creatomate, Smartly
Three alternatives
Adobe GenStudio, Bannerflow, Marq TeamThree alternatives
Adobe GenStudio, Smartly, The BriefFive alternatives
Bannerflow, CHILI publish, Celtra, Smartly, StoryteqTwo alternatives
Celtra, Marq TeamPerplexity SonarAdobe GenStudioSmartlyChangedCeltraMarq Teamno first choiceagainst: Celtra, Smartly
One alternative
CeltraOne alternative
CeltraFive alternatives
Adobe GenStudio, Bynder, Marpipe, Storyteq, TemplafyOne alternative
BannerflowGrok 4.1 FastBannerflow, SmartlyCeltraChangedagainst: AdCreative.ai, Adobe Experience Manager Assetsno first choiceCeltraagainst: SmartlyCanva, Celtraagainst: Adobe Express, Bannerflow, Canva, Templafy, Visme
Two alternatives
Adobe GenStudio, StoryteqTwo alternatives
Creatopy, SmartlyTwo alternatives
Bannerflow, BynderMistral SmallCeltra, SmartlyCeltra, SmartlyHeldCeltraCeltraagainst: Bynder, Smartlyno first choiceagainst: Adobe Express, Canva
Two alternatives
Bannerflow, HunchFive alternatives
Bannerflow, Rocketium, Smartly, Storyteq, WireflowDeepSeek V4 FlashCeltra, StoryteqCeltraChangedCeltraAbyssaleagainst: Celtra, Smartlyno first choiceagainst: Bannerflow, Canva, Madgicx, Make, Motion, Pixara, Smartly, Zapier
Two alternatives
Bannerflow, SupersideThree alternatives
Bannerflow, Smartly, StoryteqSeven alternatives
Bannerflow, Bynder, CHILI publish, Creatopy / The Brief, Marq Team, Smartly, StoryteqOne alternative
BynderLlama 4 MaverickMarq TeamAdStellar AIChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Adobe GenStudio, Sight AI, SmartlyQwen 3.7 FlashBannerflowCeltraChangedAdobe GenStudio, CeltraArticulate.iono first choiceagainst: Adobe Express, Canva, Madgicx
Four alternatives
Adobe Express, Canva for Enterprise, Marq Team, StoryteqTwo alternatives
Air Inc., SmartlyThree alternatives
Bynder, Frontify, SmartlyThree alternatives
Canva for Enterprise, Krea.ai, RunPodKimi K2Adobe Firefly Creative Production, CeltraCeltraChangedAdobe GenStudioAcquia DAMagainst: Celtra, Rocketium AI Studio, Smartly, StoryteqCanvaagainst: Templafyagainst: Adobe Express, Brandfolder, Canto, Canva
Two alternatives
Bynder, SmartlyThree alternatives
Adobe Workfront, Bynder, WrikeFive alternatives
Bannerflow, Bynder, Celtra, Smartly, StoryteqThree alternatives
Brandfolder, Canva, FigmaFour alternatives
Bannerflow, Bynder, Celtra, ViewstGLM 4.7 FlashXMarq TeamCeltraChangedAdobe Creative CloudCanvano first choiceagainst: AdCreative.ai, Bannerflow, Smartly
Seven alternatives
Abyssale, Acrolinx, CHILI publish, Celtra, Sight AI, Smartly, StoryteqFour alternatives
AdCreative.ai, Aprimo, Smartly, WorkfrontFour alternatives
Canva for Enterprise, Figma, Lucidpress, RenderforestTwo alternatives
Abyssale, Adobe WorkfrontMiniMax M2.5Celtra, StoryteqSmartlyChangedCeltraThe Briefagainst: Viewstno first choicenothing named
Three alternatives
Bannerflow, Marq Team, SmartlyFive alternatives
Adobe Experience Manager Assets, Adobe Target, Bannerflow, Canva for Enterprise, CeltraFour alternatives
Adobe GenStudio, Bannerflow, Canva, SmartlyOne alternative
Create TotallyGPT-6 LunaAdobe GenStudioCeltraChangedno first choiceCreateTOTALLYagainst: Celtra, Marq Teamno first choiceagainst: Bannerflow, Smartly
Two alternatives
Celtra, SmartlyThree alternatives
Adobe Workfront, Bannerflow, SmartlySix alternatives
Adobe GenStudio, Bannerflow, Cape.io, Celtra, Smartly, StoryteqMuse Glimmer 30BBynder, Frontifyagainst: Canva for EnterpriseCeltraChangedBynder, Frontifyagainst: CanvaAdobe Express, Canvano first choiceagainst: Adobe Express, Canva
Four alternatives
CHILI publish, Karrot.ai, Marq Team, TemplafyOne alternative
SmartlyFour alternatives
Aprimo, Bannerflow, Celtra, Marq TeamFive alternatives
Automo, Bannerflow, Celtra, Creative Cloud, We BrandBold 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 | 2026-10-04 23:43 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:47 | yes | 4 | 9 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:45 | yes | 17 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:42 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:53 | yes | 22 | 100 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:57 | yes | 12 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 19 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:23 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:46 | yes | 5 | 14 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:56 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:34 | yes | 19 | 64 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:48 | yes | 11 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:24 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:14 | yes | 20 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:20 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:22 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:45 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 17 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 22 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:20 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:58 | yes | 24 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 5 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:17 | yes | 18 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:03 | yes | 19 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:01 | yes | 24 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:30 | yes | 5 | 53 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:47 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:52 | yes | 11 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:17 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:21 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:08 | yes | 9 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:43 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:27 | yes | 19 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:03 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:13 | yes | 19 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:06 | yes | 18 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:44 | yes | 24 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:38 | no | 0 | 46 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:28 | yes | 12 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:55 | yes | 6 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:11 | yes | 15 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:32 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:26 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:44 | yes | 21 | 37 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:29 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:09 | yes | 21 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:49 | yes | 20 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:30 | yes | 25 | 47 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:39 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:37 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:18 | yes | 24 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:57 | yes | 25 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:49 | yes | 21 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:13 | yes | 3 | 26 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:55 | yes | 22 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:15 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:16 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:39 | yes | 5 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:40 | yes | 20 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:45 | yes | 25 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:32 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:32 | yes | 23 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:14 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:19 | yes | 19 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 13 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:29 | yes | 10 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:10 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:22 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:55 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:23 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:06 | yes | 23 | 36 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:11 | yes | 20 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:03 | yes | 23 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:05 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:30 | yes | 14 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:56 | yes | 22 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:27 | yes | 20 | 77 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:19 | yes | 17 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:13 | yes | 4 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:17 | yes | 14 | 16 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Adobe GenStudio for Performance Marketing read as Adobe GenStudio
Unresolved, counted raw
Ad Layer
AdStellar AI
Adobe
Adobe Creative Cloud for Enterprise
Adobe Firefly Creative Production for Enterprise
Air Inc.
Animoto
Articulate.io
Automo
BeFunky
Create Totally
Creative Cloud
Crello
Firefly Creative Production
Karrot.ai
Krea.ai
Lucidpress
Papirfly
PicsArt
Piktochart
Pixara
Renderforest
RunPod
Stable Diffusion
Vast.ai
We Brand
Discontinued, still offered
No shut-down product was recommended here.