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. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
50%
Clear leader
50Celtra15Bannerflow07Adobe Firefly Creative Production28others
50% of first choices, clear leader.
Since October 2026▲+12Since October 2026: 38% → 50%, +12 points. Past the 11-point floor: movement.Celtra held the lead, +12 points on 38%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Canva32%Contested▲+8Since October 2026: 24% → 32%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-market
Bannerflow21%Contested▲+2Since October 2026: 19% → 21%, +2 points. Inside the 11-point floor: within noise.Standing →Enterprise
Celtra50%Clear leader▲+12Since October 2026: 38% → 50%, +12 points. Past the 11-point floor: movement.This page
Canva32%Contested▲+8Since October 2026: 24% → 32%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketBannerflow21%Contested▲+2Since October 2026: 19% → 21%, +2 points. Inside the 11-point floor: within noise.Standing →EnterpriseCeltra50%Clear leader▲+12Since October 2026: 38% → 50%, +12 points. Past the 11-point floor: movement.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
01Celtra50%14%66endorsed leader▲+12Since October 2026: 38% → 50%, +12 points. Past the 11-point floor: movement.38% → 50%
Celtra50%14%66endorsed leader▲+12Since October 2026: 38% → 50%, +12 points. Past the 11-point floor: movement.38% → 50%02Bannerflow15%6%53accepted challenger▲+11Since October 2026: 4% → 15%, +11 points. Past the 11-point floor: movement.4% → 15%
Bannerflow15%6%53accepted challenger▲+11Since October 2026: 4% → 15%, +11 points. Past the 11-point floor: movement.4% → 15%03
Adobe GenStudio4%0%21accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Adobe GenStudio4%0%21accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%04
Storyteq4%14%29accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Storyteq4%14%29accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%05
Marq Team4%0%11accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
Marq Team4%0%11accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%06
Abyssale4%38%13criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Abyssale4%38%13criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
Viewst4%45%11criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Viewst4%45%11criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%08Canva2%52%27criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
Canva2%52%27criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%Show the three products at 0%, ordered by negative rate
09
Smartly0%18%51accepted challenger▼−13Since October 2026: 13% → 0%, −13 points. Past the 11-point floor: movement.13% → 0%
Smartly0%18%51accepted challenger▼−13Since October 2026: 13% → 0%, −13 points. Past the 11-point floor: movement.13% → 0%11
Cape.io0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cape.io0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10CHILI GraFx0%0%11accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Bannerflow vs Cape.ioBannerflow vs CreatifyBannerflow vs CeltraBannerflow vs CanvaThe Brief vs CreatopyThe Brief vs AbyssaleThe Brief vs Cape.ioThe Brief vs CreatifyThe Brief vs CeltraThe Brief vs CanvaCreatopy vs AbyssaleCreatopy vs Cape.ioCreatopy vs CreatifyCreatopy vs CeltraCreatopy vs CanvaAbyssale vs Cape.ioAbyssale vs CreatifyAbyssale vs CeltraAbyssale vs CanvaCape.io vs CreatifyCape.io vs CeltraCape.io vs CanvaCreatify vs CeltraCreatify vs CanvaCeltra vs Canva
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 →
010203040506070809C10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Celtra50%
Celtra50%02Bannerflow15%
Bannerflow15%03Adobe GenStudio4%
Adobe GenStudio4%04Storyteq4%
Storyteq4%05Marq Team4%
Marq Team4%06Abyssale4%
Abyssale4%07Viewst4%
Viewst4%08Canva2%
Canva2%09Smartly0%
Smartly0%10CHILI GraFx0%
11Cape.io0%
Cape.io0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
Canva52%
14 of 27 labels negative · 11 of 14 models · 3 hard negative
“The platforms to avoid outright are those that... The platforms to use with caution are consumer-grade tools (Canva, Adobe Express, etc.)” DeepSeek V4 Flash, negative prompt
Smartly18%
9 of 51 labels negative · 7 of 14 models · 2 hard negative
“Some AI models recommend "immediately bypassing" for heavy enterprise creative automation use cases” Kimi K2, negative prompt
Celtra14%
9 of 66 labels negative · 7 of 14 models
“platforms like Celtra, Smartly, and Rocketium may not be suitable for all large enterprises due to their complexity, high implementation and operational overhead” Llama 4 Maverick, negative prompt
Adobe Express100%
5 of 5 labels negative · 4 of 14 models · 2 hard negative
“Same category — better for low-risk content, insufficient for governed enterprise workflows” DeepSeek V4 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
77 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. 978 links across 242 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 · Bannerflow54 answers · 69 citations · 13 models
vendor site · Viewst43 answers · 92 citations · 11 models
vendor site · Abyssale35 answers · 53 citations · 11 models
vendor site · Celtra30 answers · 53 citations · 12 models
vendor site · Adobe24 answers · 36 citations · 12 models
vendor site · Superside24 answers · 29 citations · 10 models
vendor site · Rocketium24 answers · 27 citations · 11 models
21 answers · 36 citations · 7 models
vendor site · Storyteq19 answers · 27 citations · 9 models
18 answers · 21 citations · 10 models
18 answers · 18 citations · 9 models
vendor site · Cape.io18 answers · 18 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
21 answers · 10 models
20 answers · 11 models
19 answers · 9 models
18 answers · 9 models
17 answers · 9 models
16 answers · 7 models
16 answers · 7 models
15 answers · 10 models
14 answers · 11 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 | 50% | 157 | 1,300 | 23 | 1,622 | 2 | 1 | |
| Bannerflow bannerflow.com | 15% | 141 | 320 | 2 | 5,102 | $51 | 8 | 6 |
| Adobe parent site Adobe Firefly Creative Production 7%, Adobe GenStudio 4%, Adobe Experience Manager Assets 0%, Adobe Firefly Creative Production for Enterprise 0% | 11% | 107 | 1,220,000 | 117,563 | ||||
| Storyteq storyteq.com | 4% | 93 | 390 | 11 | 1,162 | 14 | 5 | |
| Marq Team marq.com | 4% | 27 | 0 | 62,091 | 2 | |||
| Abyssale abyssale.com | 4% | 60 | ||||||
| Viewst viewst.com | 4% | 48 | 1,000 | 0 | 2,872 | 2 | ||
| Adobe adobe.com Adobe 2%, Adobe Experience Cloud 0% | 2% | 58 | 1,220,000 | 117,563 | 242,010,966 | $9,855 | 119 | |
| Artisan artisan.co | 2% | 22 | 74,000 | 18,882 | 49,821 | $266 | 6 | |
| Canva canva.com | 2% | 185 | 24,900,000 | 183,421 | 81,177,765 | 101 |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (bannerflow.com, celtra.com, storyteq.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 4.5CeltraCeltraHeldno first choiceAbyssaleagainst: Celtra, Smartlyno first choiceagainst: Bannerflow, CHILI publish automation, Celtra
Two alternatives
Bannerflow, SmartlyOne alternative
SmartlyGPT-5.4 miniAdobeagainst: Salesforce/Marketing CloudAdobe GenStudioChangedAdobe GenStudio, CeltraAdobe Firefly Creative Productionno first choicenothing named
Three alternatives
Celtra, Firefly Creative Production, SmartlyTwo alternatives
Celtra, SmartlyFive alternatives
Acquia DAM, Bynder, Innovid, MediaValet, SmartlyThree alternatives
Adobe Experience Manager Assets, Aprimo, CloudinaryGemini 3.5 FlashCeltraCeltraHeldCeltraMarq Teamno first choiceagainst: Bannerbear, Canva, Creatopy
Five alternatives
Adobe GenStudio, Bannerflow, Bynder, CHILI GraFx, Marq TeamFour alternatives
Adobe GenStudio, Bynder, Creatopy, SmartlyFive alternatives
Adobe GenStudio, Bannerflow, Rocketium, Smartly, StoryteqFour alternatives
Adobe GenStudio, Bynder, Celtra, StoryteqPerplexity SonarCeltraCeltraHeldCeltraagainst: Adobe Express, CanvaViewstno first choiceagainst: Abyssale, Adobe Express, Bannerflow, Canva, Celtra, Rocketium, Smartly, Storyteq, The Brief, Viewst
Four alternatives
Adobe GenStudio, Bannerflow, Marq Team, SmartlyOne alternative
SmartlySeven alternatives
Bannerflow, CHILI GraFx, Cape.io, Marq Team, Rocketium, Smartly, StoryteqTwo alternatives
Celtra, SmartlyGrok 4.20Celtraagainst: Canva, StoryteqCeltraHeldagainst: Adobe Experience Manager, Fabric, Rocketium, WorkfrontBannerflow, CeltraAdobe Firefly Creative Productionagainst: AbyssaleAdobe Firefly Creative Productionagainst: Abyssale, AdCreative.ai, Adobe Express, Canva, ChatGPT, Creatify, DALL·E, Midjourney
Three alternatives
Adobe GenStudio, Bannerflow, CHILI GraFxTwo alternatives
Bannerflow, SmartlySix alternatives
Abyssale, Adobe GenStudio, CHILI GraFx, Canva, Smartly, StoryteqThree alternatives
Bannerflow, Celtra, PencilThree alternatives
Bannerflow, Celtra, ViewstMistral SmallBannerflow, CeltraBannerflow, CeltraHeldBannerflow, CeltraBannerflow, Celtrano first choiceagainst: Adobe Express, Canva, Hunch, Pixelixe, The Brief, Visla
Three alternatives
Smartly, Storyteq, WrikeFour alternatives
Abyssale, Adobe Firefly Creative Production for Enterprise, Creative Force, SmartlyDeepSeek V4 FlashCeltraCeltraHeldno first choiceagainst: Cape.ioCanvaagainst: Abyssale, Celtra, Smartly, Storyteqno first choiceagainst: Canva, Cape.io, Viewstagainst: Adobe Express, Canva
Four alternatives
Bannerflow, Smartly, Storyteq, TypefaceTwo alternatives
Bannerflow, SmartlySeven alternatives
Adobe GenStudio, Bannerflow, Bynder, Canva, Celtra, Smartly, StoryteqOne alternative
BannerflowLlama 4 MaverickCeltraBannerflow, Celtra, StoryteqChangedno first choiceno first choiceno first choiceagainst: Celtra, Rocketium, Smartly
Five alternatives
Adobe GenStudio, CHILI GraFx, Canva, Ideogram, SmartlyQwen 3.7 FlashMarq TeamArtisanChangedCeltraStoryteqagainst: Celtrano first choiceagainst: Canva, Microsoft PowerPoint, Smartly
Four alternatives
Celtra, Smartly, Storyteq, WireflowFour alternatives
Adobe Experience Manager Assets, Canva for Enterprise, Celtra, Widen CollectiveFour alternatives
Adobe Firefly Creative Production, Bannerflow, CHILI publish, SmartlyKimi K2CeltraCeltraHeldCeltraBannerflowagainst: Celtra, Smartlyno first choiceagainst: Canva, Celtra, Smartly
Three alternatives
Adobe GenStudio, Bannerflow, SmartlyTwo alternatives
Bannerflow, SmartlyFive alternatives
Bannerflow, CHILI GraFx, Cape.io, Smartly, StoryteqOne alternative
ViewstGLM 4.7 FlashXno first choiceCeltraChangedCeltraAbyssaleno first choiceagainst: Acquia DAM, AdCreative.ai, Canva, Innovid, Rocketium
Six alternatives
Adobe Firefly Creative Production for Enterprise, Bannerflow, Cape.io, Celtra, GetCrux, Storyteq CMPFour alternatives
Adobe for Business, Bannerflow, Canva, SmartlySeven alternatives
Adobe GenStudio, Bannerflow, CHILI GraFx, Canva, Cape.io, Smartly, StoryteqOne alternative
BannerflowMiniMax M2.5CeltraCeltraHeldno first choiceagainst: Viewstno first choiceno first choiceagainst: Canva
Two alternatives
Adobe GenStudio, TypefaceFour alternatives
Adobe Firefly Creative Production, Bannerflow, StreamWork, ZiflowGPT-6 LunaCeltraAdobe GenStudioChangedno first choiceBannerflowno first choiceagainst: AdCreative.ai, Adobe, Canva
Two alternatives
Adobe Firefly Creative Production, SmartlyOne alternative
CeltraSeven alternatives
Adobe GenStudio, Bannerflow, CHILI GraFx, Canva, Celtra, Smartly, StoryteqOne alternative
CeltraMuse Glimmer 30BBannerflow, Celtraagainst: Brandfolder, BynderCeltraChangedagainst: Creatopy, ViewstBannerflow, CeltraViewstagainst: Bannerflow, Canva, Celtra, Smartlyno first choiceagainst: Abyssale, Atria, Brandeploy, Smartly, Storyteq, The Brief, Viewst, Wireflow
Four alternatives
Adobe GenStudio, Canva, Frontify, SmartlyTwo alternatives
Bannerflow, SmartlyEight alternatives
Adobe, Bynder, CHILI GraFx, Canva, Frontify, Marq Team, Smartly, StoryteqThree alternatives
Acquia DAM, Creative Force, TryPencil ProBold 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 08:35 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:44 | yes | 3 | 5 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 10:37 | yes | 9 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:00 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:08 | yes | 9 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:04 | yes | 20 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:42 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:17 | yes | 5 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:31 | yes | 14 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:01 | yes | 24 | 62 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:13 | yes | 11 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:03 | yes | 12 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:28 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:19 | yes | 4 | 6 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 10:45 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:29 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:13 | yes | 9 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:47 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:21 | yes | 24 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:57 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:55 | yes | 18 | 54 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:28 | yes | 23 | 74 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:40 | yes | 19 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:51 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:39 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | yes | 6 | 9 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 09:43 | yes | 8 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:02 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:38 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:31 | yes | 10 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:47 | yes | 21 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:22 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:35 | yes | 19 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:29 | yes | 18 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:55 | yes | 12 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:07 | yes | 14 | 62 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:12 | yes | 7 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:03 | yes | 24 | 45 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:45 | yes | 19 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | yes | 3 | 7 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 11:40 | yes | 8 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:34 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:49 | yes | 18 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:41 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:38 | yes | 25 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:10 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:03 | yes | 20 | 68 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:35 | yes | 25 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:19 | yes | 24 | 113 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:40 | yes | 22 | 52 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:29 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:54 | yes | 24 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:57 | yes | 19 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:14 | yes | 0 | 7 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 09:58 | no | 0 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:13 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:04 | yes | 14 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:54 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:39 | yes | 24 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:00 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:13 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:27 | yes | 14 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:53 | yes | 14 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:01 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:57 | yes | 3 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:15 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:04 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:55 | 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 11:49 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:17 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:30 | yes | 22 | 21 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:17 | yes | 14 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:14 | yes | 24 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:32 | yes | 15 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:53 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:31 | yes | 20 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:03 | yes | 9 | 64 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:55 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:07 | yes | 21 | 48 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
Adobe GenStudio for Performance Marketing read as Adobe GenStudio
Unresolved, counted raw
Adobe
Adobe for Business
Brandfolder Content Automation
Bynder Studio
CHILI publish automation
Firefly Creative Production
Microsoft PowerPoint
Salesforce/Marketing Cloud
Shuttlerock
Storyteq CMP
StreamWork
TryPencil Pro
Visla
Discontinued, still offered
No shut-down product was recommended here.