Creative automation platforms
Asked as “creative automation platform”, and as “ad creative production and management tool”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
21%
Contested · Creatopy 12%
21Bannerflow12Creatopy12The Brief54others
21% of first choices, contested.
Since October 2026▲+2Since October 2026: 19% → 21%, +2 points. Inside the 11-point floor: within noise.Bannerflow held the lead, +2 points on 19%, 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
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.This pageEnterprise
Celtra50%Clear leader▲+12Since October 2026: 38% → 50%, +12 points. Past the 11-point floor: movement.Standing →
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.This pageEnterpriseCeltra50%Clear leader▲+12Since October 2026: 38% → 50%, +12 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Bannerflow21%14%56accepted challenger▲+2Since October 2026: 19% → 21%, +2 points. Inside the 11-point floor: within noise.19% → 21%
Bannerflow21%14%56accepted challenger▲+2Since October 2026: 19% → 21%, +2 points. Inside the 11-point floor: within noise.19% → 21%02
The Brief12%5%20accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%
The Brief12%5%20accepted challenger▲+3Since October 2026: 9% → 12%, +3 points. Inside the 11-point floor: within noise.9% → 12%03Creatopy12%11%19accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%
04
Abyssale8%0%17accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%
Abyssale8%0%17accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%05
Cape.io8%7%15accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
Cape.io8%7%15accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%06
Creatify8%0%11accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%
Creatify8%0%11accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise.2% → 8%07Celtra6%43%54criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
Celtra6%43%54criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%08Canva4%27%30criticized challenger▼−11Since October 2026: 15% → 4%, −11 points. Inside the 11-point floor: within noise.15% → 4%
Canva4%27%30criticized challenger▼−11Since October 2026: 15% → 4%, −11 points. Inside the 11-point floor: within noise.15% → 4%09
Smartly2%26%46criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%
Smartly2%26%46criticized challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise.7% → 2%10
Viewst2%17%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Viewst2%17%18accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
13
AdCreative.ai0%40%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
AdCreative.ai0%40%15criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Rocketium0%17%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Rocketium0%17%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Storyteq0%14%28accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Storyteq0%14%28accepted 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
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 →
0102C03
04050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Bannerflow21%
Bannerflow21%02The Brief12%
The Brief12%03Creatopy12%
04Abyssale8%
Abyssale8%05Cape.io8%
Cape.io8%06Creatify8%
Creatify8%07Celtra6%
Celtra6%08Canva4%
Canva4%09Smartly2%
Smartly2%10Viewst2%
Viewst2%11Storyteq0%
Storyteq0%12Rocketium0%
Rocketium0%13AdCreative.ai0%
AdCreative.ai0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Celtra43%
23 of 54 labels negative · 12 of 14 models · 4 hard negative
“What to Avoid - Celtra & Smartly.io are powerful but tend to be enterprise-focused” Kimi K2, direct prompt
Smartly26%
12 of 46 labels negative · 9 of 14 models · 3 hard negative
“What to Avoid - Celtra & Smartly.io are powerful but tend to be enterprise-focused” Kimi K2, direct prompt
Canva27%
8 of 30 labels negative · 8 of 14 models
“Canva and similar tools are useful for simple social graphics, but may lack feed-driven variants, brand-locked workflows, native HTML5 export, and structured performance testing.” Perplexity Sonar, negative prompt
Bannerflow14%
8 of 56 labels negative · 7 of 14 models · 2 hard negative
“Avoid for Tight Budgets: Enterprise options like Bannerflow, Celtra, or Hunch” Grok 4.20, budget 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
74 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. 813 links across 198 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 · Bannerflow51 answers · 70 citations · 14 models
vendor site · Viewst38 answers · 74 citations · 11 models
vendor site · Cape.io27 answers · 33 citations · 11 models
vendor site · Abyssale23 answers · 32 citations · 11 models
vendor site · Ideogram20 answers · 20 citations · 9 models
17 answers · 36 citations · 8 models
vendor site · Segwise15 answers · 17 citations · 9 models
publisher (Gane)15 answers · 16 citations · 8 models
15 answers · 15 citations · 9 models
vendor site · Storyteq14 answers · 29 citations · 9 models
vendor site · Superside14 answers · 14 citations · 12 models
vendor site · Rocketium11 answers · 13 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.
41 answers · 13 models
24 answers · 11 models
20 answers · 9 models
17 answers · 8 models
15 answers · 9 models
13 answers · 7 models
12 answers · 6 models
12 answers · 8 models
12 answers · 10 models
11 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Bannerflow bannerflow.com | 21% | 141 | 320 | 2 | 5,102 | $51 | 8 | 6 |
| The Brief thebrief.ai | 12% | 61 | 1,600 | 60,492 | 75,164 | 11 | ||
| Creatopy | 12% | 1,600 | 19 | |||||
| Abyssale abyssale.com | 8% | 60 | ||||||
| Cape.io cape.io | 8% | 39 | ||||||
| Creatify creatify.ai | 8% | 30 | ||||||
| Celtra celtra.com | 6% | 157 | 1,300 | 23 | 1,622 | 2 | 1 | |
| Orshot orshot.com | 6% | 9 | ||||||
| Canva canva.com | 4% | 185 | 24,900,000 | 183,421 | 81,177,765 | 101 | ||
| Marq Team marq.com | 4% | 27 | 0 | 62,091 | 2 |
Google's top ten for the two searches hold 15 sites; 3 of them are among the sites the models cited here (bannerflow.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 a mid-market B2B company?”Paraphrase“Which ad creative production and management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top creative automation platforms and how do they differ?”Budget-constrained“What is the best creative automation platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a creative automation platform. What should we look at?”Negative“Which creative automation platforms should I avoid or be cautious about?”
Claude Haiku 4.5BannerflowCeltraChangedBannerflowCreatifyno first choiceagainst: Bannerflow, Celtra, Smartly, Storyteq
Four alternatives
Cape.io, Rocketium, Storyteq, The BriefFour alternatives
6sense, AdRoll ABM, Creatopy, WaskEight alternatives
Atria, Cape.io, Celtra, Creatopy, Smartly, Storyteq, The Brief, ViewstThree alternatives
AdCreative.ai, Canva for Enterprise, CreatopyGPT-5.4 miniCeltraSmartlyChangedAdobe Firefly Creative ProductionCanvaagainst: AdCreative.ai, Rocketiumno first choiceagainst: AdCreative.ai, Adobe, Canva
Two alternatives
Adobe Marketo Engage, BannerflowFour alternatives
Bannerflow, Celtra, Foreplay, ScreendragonThree alternatives
Bannerflow, Celtra, SmartlyThree alternatives
Bannerflow, Celtra, ForeplayGemini 3.5 FlashCreatopy, Marq Teamagainst: Celtra, StoryteqCreatopyChangedCeltra, StoryteqAbyssaleagainst: Bannerflow, Celtra, Smartlyno first choiceagainst: Canvanothing named
Four alternatives
Bannerflow, Canva, Microsoft Teams, TypefaceThree alternatives
Bannerflow, Canva for Enterprise, MarpipeThree alternatives
Abyssale, Bannerflow, SmartlySix alternatives
AdCreative.ai, Bannerbear, Canva for Enterprise, Creatify, Creatomate, CreatopyPerplexity SonarBannerflowagainst: CeltraCreatopyChangedagainst: CeltraCeltraAbyssaleagainst: Bannerflow, Celtra, Smartlyno first choiceagainst: AdCreative.ai, Bannerflow, Canva, Celtra, Rocketium
Six alternatives
Admetrics, Cape.io, Creatify, Rocketium, Smartly, StoryteqThree alternatives
Bannerflow, Canva, SmartlyEight alternatives
Abyssale, Bannerflow, CHILI GraFx / CHILI publish, Canva, Creatopy / The Brief, Hunch, Smartly, StoryteqFour alternatives
Creatify, Marq Team, The Brief, ViewstGrok 4.20Cape.ioagainst: Celtra, SmartlyCeltraChangedagainst: Adobe Creative Cloudno first choiceCreatifyagainst: Bannerflow, Celtra, Hunchno first choiceagainst: AdCreative.ai, Air.ai, Creative Fabrica, Dzine.ai, Kling AI, Quickads
Three alternatives
Bannerflow, Creatopy, StoryteqThree alternatives
AdCreative.ai, Canva for Enterprise, CreatopyFour alternatives
Canva Magic Studio, Cropink, InVideo, Predis.aiMistral SmallBannerflow, Cape.ioagainst: Celtra, SmartlyBannerflowChangedCeltraOrshot, The Briefagainst: Bannerflow, Viewstno first choiceagainst: Canva, Celtra, Creatopy, Smartly
Three alternatives
Creatopy, HubSpot Ad Management Software, SmartlyEight alternatives
Adflow, Adobe Express, Bannerflow, Bonzai, Canva, Cropink, Smartly, VidmobTwo alternatives
ImageKit, ImejisDeepSeek V4 FlashThe Briefagainst: Celtra, SmartlyBannerflowChangedagainst: Celtra, ViewstCeltraAbyssaleno first choiceagainst: Cape.io, Celtra, Storyteqagainst: AdCreative.ai, Bannerflow, Celtra, Creative Fabrica Studio / AI, Smartly
Two alternatives
Bannerflow, Cape.ioOne alternative
CreatopySeven alternatives
Abyssale, Adobe GenStudio, Bannerflow, Canva, Smartly, Storyteq, The BriefFour alternatives
Adflow, Canva, Creatify, The BriefLlama 4 Maverickno first choiceno first choiceHeldno first choiceCreatifyno first choiceagainst: Canva, Celtra
Two alternatives
Bannerflow, Cape.ioFour alternatives
Bannerflow, Celtra, Smartly, ViewstThree alternatives
Abyssale Start, Canva, The BriefQwen 3.7 FlashCreatopy, DynaMindBannerflowChangedCeltraThe Briefagainst: Celtrano first choicenothing named
One alternative
BannerbearThree alternatives
Bynder, Celtra, SmartlySix alternatives
Adobe Experience Manager Assets, Bannerflow, Marq Team, Rocketium, Smartly, StoryteqFour alternatives
Canva, ImageKit, Imejis, OrshotKimi K2Bannerflow, Cape.ioagainst: Celtra, Smartly, The Brief, ViewstCreatopyChangedagainst: Celtra, SmartlyBannerflow, CeltraCanva, The Briefno first choiceagainst: Bynder, Canva, Celtra, Reforged Labs, Storyteq
Three alternatives
Brandfolder, Bynder, HubSpot Marketing HubTwo alternatives
Bannerflow, CanvaThree alternatives
Bynder, Smartly, StoryteqFour alternatives
Abyssale, AdCreative.ai, Adflow, CropinkSix alternatives
Adobe GenStudio, Bannerflow, Cape.io, Celtra, Smartly, StoryteqGLM 4.7 FlashXBannerflowagainst: CeltraCreatopyChangedCeltraagainst: CanvaOrshotno first choiceagainst: AdCreative.ai, Artcraft
Two alternatives
Cape.io, SmartlyFive alternatives
Bannerflow, Bynder, Canto, Celtra, SmartlySix alternatives
Adobe GenStudio, Bannerflow, CHILI GraFx, GetCrux, Smartly, StoryteqThree alternatives
ImageKit, Make, ZapierMiniMax M2.5Cape.io, The Briefagainst: Celtra, SmartlyViewstChangedBannerflow, CeltraCreatifyno first choicenothing named
One alternative
BannerflowThree alternatives
Celtra, Lucidpress, SmartlySix alternatives
Abyssale, Bannerbear, Ideogram, Marq Team, Smartly, ViewstThree alternatives
Adflow, Cropink, The BriefGPT-6 LunaMarq TeamThe BriefChangedno first choiceAbyssaleno first choiceagainst: Bannerflow, Celtra, Creatopy, Smartly
One alternative
BannerflowOne alternative
BannerflowEight alternatives
Abyssale, Bannerbear, Bannerflow, Canva, Celtra, Smartly, Storyteq, The BriefOne alternative
Adobe Express for TeamsMuse Glimmer 30BBannerflowBannerflowHeldBannerflow, CeltraOrshot, The Brief, formerly Creatopyno first choiceagainst: Adobe Express, Canva
Four alternatives
Canva, Cape.io, Celtra, The BriefThree alternatives
Celtra, Creatopy, SmartlyFive alternatives
Adobe, CHILI GraFx / CHILI publish, Canva, Smartly, StoryteqFive alternatives
Adobe Express, Creatify, Cropink, Quickads, VistaCreateBold 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 12:10 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:44 | 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 17:14 | yes | 6 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:22 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:03 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:33 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 17 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:06 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:54 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:12 | yes | 14 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:23 | yes | 23 | 96 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:06 | yes | 25 | 57 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:45 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:36 | yes | 10 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:15 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:13 | 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 17:21 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:31 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:22 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:03 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:28 | yes | 20 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:19 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:56 | yes | 5 | 47 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:26 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:41 | yes | 15 | 40 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:05 | yes | 15 | 48 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:40 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:11 | yes | 24 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:05 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:04 | yes | 5 | 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 16:27 | yes | 7 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 17:12 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:08 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:59 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:00 | yes | 22 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:36 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:21 | yes | 9 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:02 | yes | 19 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:39 | yes | 23 | 244 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:01 | yes | 15 | 62 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:18 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:53 | yes | 13 | 19 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:56 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:21 | yes | 4 | 8 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 13:40 | yes | 6 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:54 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 14 | 23 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:22 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 24 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:11 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:56 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:42 | yes | 9 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:02 | yes | 24 | 77 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:55 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:59 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:18 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:18 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:28 | no | 0 | 4 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 10:38 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:41 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:27 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:41 | yes | 5 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:49 | yes | 18 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:19 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:19 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:01 | yes | 15 | 52 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:45 | no | 0 | 10 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:55 | yes | 10 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:55 | yes | 1 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:37 | yes | 14 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:10 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:09 | 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 14:11 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:08 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 9 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:49 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:03 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:05 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:48 | no | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 25 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:49 | yes | 22 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:35 | no | 0 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:33 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:56 | yes | 15 | 20 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
Creatify.ai read as Creatify
HubSpot read as HubSpot Marketing Hub
Unresolved, counted raw
AdCreative AI
Adobe
Adobe Express for Teams
Artboard.io
Artcraft
Benly
Bonzai
BytePlus
Canva's automation features
Creative Fabrica (Studio AI)
Creative Fabrica Studio / AI
DynaMind
Dzine.ai
Firefly
Flashtalking
Kling AI
Lucidpress
Magical
Pictory
Reforged Labs
Runway
Supersonic
Discontinued, still offered
No shut-down product was recommended here.