Creative automation platforms for small business buyers
Asked as “creative automation platform”, and as “ad creative production and management tool”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
32%
Contested · The Brief 17%
32Canva17The Brief09AdCreative.ai42others
32% of first choices, contested.
Since October 2026▲+8Since October 2026: 24% → 32%, +8 points. Inside the 11-point floor: within noise.Canva held the lead, +8 points on 24%, 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.This pageMid-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.Standing →
Canva32%Contested▲+8Since October 2026: 24% → 32%, +8 points. Inside the 11-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Canva32%8%53endorsed leader▲+8Since October 2026: 24% → 32%, +8 points. Inside the 11-point floor: within noise.24% → 32%
Canva32%8%53endorsed leader▲+8Since October 2026: 24% → 32%, +8 points. Inside the 11-point floor: within noise.24% → 32%02
The Brief17%3%36accepted challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise.13% → 17%
The Brief17%3%36accepted challenger▲+4Since October 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise.13% → 17%03Creatopy9%5%21accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%
04
AdCreative.ai9%25%28criticized challenger▼−2Since October 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise.11% → 9%
AdCreative.ai9%25%28criticized challenger▼−2Since October 2026: 11% → 9%, −2 points. Inside the 11-point floor: within noise.11% → 9%05
Abyssale6%7%30accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Abyssale6%7%30accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%06
Creatify4%0%13accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
Creatify4%0%13accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%07
Viewst2%5%19accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Viewst2%5%19accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%08Bannerflow2%54%37criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Bannerflow2%54%37criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%Show the four products at 0%, ordered by negative rate
12
Smartly0%79%34criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Smartly0%79%34criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11Celtra0%71%41criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Celtra0%71%41criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Storyteq0%65%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Storyteq0%65%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Bannerbear0%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Bannerbear0%6%16accepted 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 small business.
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
040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Canva32%
Canva32%02The Brief17%
The Brief17%03Creatopy9%
04AdCreative.ai9%
AdCreative.ai9%05Abyssale6%
Abyssale6%06Creatify4%
Creatify4%07Viewst2%
Viewst2%08Bannerflow2%
Bannerflow2%09Bannerbear0%
Bannerbear0%10Storyteq0%
Storyteq0%11Celtra0%
Celtra0%12Smartly0%
Smartly0%What they warned about
One 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, Llama 4 Maverick, 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.
Smartly79%
27 of 34 labels negative · 12 of 14 models · 13 hard negative
“Smartly.io is listed as "Enterprise paid-social teams" with "Creative & campaign automation at scale" and Custom pricing.” Muse Glimmer 30B, negative prompt
Celtra71%
29 of 41 labels negative · 12 of 14 models · 11 hard negative
“Enterprise-scale creative automation that is usually overkill for SMBs ... Celtra and Smartly.io – Built for large enterprise and media-buying scale.” Muse Glimmer 30B, negative prompt
Bannerflow54%
20 of 37 labels negative · 10 of 14 models · 10 hard negative
“Avoid enterprise-level ad production suites like Celtra, Smartly.io, or Bannerflow” Gemini 3.5 Flash, paraphrase prompt
Storyteq65%
13 of 20 labels negative · 8 of 14 models · 3 hard negative
“Avoid enterprise-focused Creative Management Platforms (CMPs) like Celtra, Storyteq, or Smartly.io.” Gemini 3.5 Flash, direct 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
76 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 211 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 · Bannerflow39 answers · 41 citations · 13 models
vendor site · Cape.io30 answers · 30 citations · 11 models
vendor site · Viewst26 answers · 32 citations · 11 models
vendor site · Abyssale25 answers · 41 citations · 8 models
24 answers · 31 citations · 12 models
vendor site · Segwise20 answers · 29 citations · 9 models
vendor site · Orshot18 answers · 19 citations · 12 models
18 answers · 18 citations · 9 models
vendor site · Cropink17 answers · 20 citations · 10 models
vendor site · Storyteq14 answers · 26 citations · 9 models
vendor site · Capterra14 answers · 24 citations · 7 models
vendor site · Presti14 answers · 14 citations · 8 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.
35 answers · 13 models
28 answers · 11 models
22 answers · 8 models
20 answers · 9 models
18 answers · 9 models
17 answers · 11 models
16 answers · 9 models
14 answers · 8 models
13 answers · 8 models
13 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Canva canva.com Canva 32%, Canva Grow 2% | 34% | 185 | 24,900,000 | 183,421 | 81,177,765 | 101 | |
| The Brief thebrief.ai | 17% | 61 | 1,600 | 60,492 | 75,164 | 11 | |
| Creatopy | 9% | 1,600 | 19 | ||||
| AdCreative.ai adcreative.ai | 9% | 54 | 2,900 | 20 | 6,676 | 61 | |
| Abyssale abyssale.com | 6% | 60 | |||||
| Creatify creatify.ai | 4% | 30 | |||||
| Adobe parent site Adobe Express 2%, Adobe GenStudio 2% | 4% | 51 | 1,220,000 | 117,563 | |||
| Viewst viewst.com | 2% | 48 | 1,000 | 0 | 2,872 | 2 | |
| Marq Team marq.com | 2% | 27 | 0 | 62,091 | 2 | ||
| Canva for Enterprise | 2% |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (bannerflow.com, cropink.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 small B2B company?”Paraphrase“Which ad creative production and management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top creative automation platforms for a small team and how do they differ?”Budget-constrained“What is the best creative automation platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a creative automation platform. What should we look at?”Negative“Which creative automation platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5CreatopyInflu2Changedno first choiceagainst: Celtra, Smartly, StoryteqCanva, Creatopy, Viewstno first choiceagainst: Keap, UiPath
Three alternatives
Cflow, Magic Studio, ViewstFour alternatives
Canva, Creatopy, Madgicx, WaskSeven alternatives
Abyssale, Adobe Express, Canva, Creatopy, Marpipe, The Brief, ViewstThree alternatives
Creatify, Holo, The BriefGPT-5.4 miniThe Briefagainst: CeltraAdCreative.aiChangedCanvaagainst: Adobe Firefly Creative ProductionAdobe Expressno first choicenothing named
Two alternatives
Abyssale, BannerflowOne alternative
CanvaTwo alternatives
Bannerflow, CeltraTwo alternatives
Mailchimp, Marq TeamGemini 3.5 FlashMarq Teamagainst: Celtra, Smartly, StoryteqCanvaChangedagainst: Bannerflow, Celtra, SmartlyAbyssale, The Briefagainst: Celtra, SmartlyCanva, Placid.appagainst: Celtra, Smartlyno first choiceagainst: Celtra, Storyteqagainst: Abyssale, AdCreative.ai, Bannerbear, Bannerflow, Bynder, Celtra, Placid, Smartly, Storyteq
Four alternatives
Abyssale, Bannerbear, Canva for Enterprise, CreatopyTwo alternatives
AdCreative.ai, CreatopyFour alternatives
AdCreative.ai, Bannerbear, Canva, CreatifyThree alternatives
Abyssale, Bannerbear, TemplatedEight alternatives
Bannerflow, Canva for Enterprise, Creatopy, Marq Team, Omneky, Pencil, Smartly, TypefacePerplexity SonarThe Briefagainst: Celtra, Smartly, StoryteqCanvaChangedCanva, The Briefagainst: Bannerflow, Celtra, Smartly, StoryteqCreatifyagainst: Bannerflow, Celtra, Smartlyno first choiceagainst: AdCreative.ai, Bannerflow, Canva, Celtra, Rocketium, Smartly, Storyteq
Four alternatives
Atria, Canva, Creatify, Marq TeamThree alternatives
AdCreative.ai, Creatopy, HubSpot Marketing HubFive alternatives
AdCreative.ai, Creatify, Marpipe, Marq Team, ViewstFour alternatives
Abyssale, AdCreative.ai, Marq Team, The BriefGrok 4.20Abyssaleagainst: Bannerflow, Cape.io, Celtra, SmartlyAdCreative.aiChangedagainst: CeltraAbyssale, The Briefagainst: Brandeploy, Cape.io, Celtra, SmartlyAbyssaleagainst: Bannerflow, Celtra, StoryteqAdobe GenStudio, Canvaagainst: AdCreative.ai, Bannerflow, Grok, Hunch, Jasper, Smartly
Two alternatives
Canva, CreatopyTwo alternatives
Canva with Magic Studio, CreatopyFive alternatives
Atria, Bannerflow, Storyteq, Viewst, WireflowFour alternatives
Canva, Creatify, InVideo, Predis.aiThree alternatives
Abyssale, Celtra, StoryteqMistral SmallThe BriefAdCreative.ai, CreatopyChangedagainst: Bannerflow, ViewstThe BriefCanvano first choiceagainst: Albert.ai, Bannerflow, Celtra, Copy.ai, Jasper, Smartly
Three alternatives
Abyssale, Canva, ViewstSix alternatives
Bannerflow, Canva, Celtra, Cflow, Segwise, SmartlyTwo alternatives
Orshot, The BriefDeepSeek V4 FlashThe Briefagainst: Bannerflow, Cape.io, Celtra, SmartlyAdCreative.aiChangedAbyssale, The BriefCanvano first choiceagainst: Bannerflow, Celtra, Smartly, Storyteqagainst: AdCreative.ai, Madgicx, Quickads, Smartly, Zeely AI
Two alternatives
Abyssale, ViewstThree alternatives
Canva, HubSpot Ad Management Software, The BriefFour alternatives
Bannerbear, Canva, Creatify, ViewstThree alternatives
Cropink, Predis.ai, The BriefSeven alternatives
Abyssale, AdCreative.ai, Canva, Orshot, Rocketium, The Brief, ViewstLlama 4 MaverickThe BriefAdCreative.aiChangedThe Brief AICreatifyno first choiceagainst: Albert.ai, Bannerflow, Canva, Copy.ai, Jasper, Smartly
Two alternatives
Canva, CreatifyFour alternatives
Adobe Advertising, Creatify, Creatopy, HubSpot Ad Management SoftwareTwo alternatives
AdCreative.ai, Rocketium AI StudioFour alternatives
Abyssale Start, Canva, Marpipe, The BriefQwen 3.7 FlashCanvaCanvaHeldThe BriefOrshotagainst: Bannerflow, Celtra, SmartlyThe Briefagainst: Celtra, Smartlyagainst: Abyssale, AdCreative.ai, Bannerflow, Brandeploy, Canva, Cape.io, Celtra, Pencil, Smartly, Storyteq, The Brief, Wireflow
Four alternatives
Bannerbear, DocuGen, PandaDoc, VismeTwo alternatives
The Brief, ZiflowFour alternatives
Adflow, Bannerbear, Cflow, PlacidThree alternatives
AdCreative.ai, Creatify, SuperscaleFour alternatives
Canva, Marpipe, Rocketium, StoryteqKimi K2Canva, Canva for Enterpriseagainst: Bannerflow, Celtra, SmartlyCanvaChangedAbyssale, The Briefagainst: Bannerflow, Celtra, Smartly, StoryteqCanva, The BriefBannerflowagainst: AdCreative.ai, Bannerflow, Brandeploy, Cape.io, Celtra, Creatopy, Lovart AI, Smartly, Storyteq
Four alternatives
Abyssale, Adobe Express, Figma, The BriefThree alternatives
AdCreative.ai, BannerBoo, CreatopyFive alternatives
AdCreative.ai, Adflow, Canva, Cropink, ForeplayThree alternatives
Abyssale, AdCreative.ai, PencilThree alternatives
Canva, Celtra, StoryteqGLM 4.7 FlashXAbyssale, The Briefagainst: Cape.io, Celtra, Segwise, SmartlyMadgicxChangedCanva, The Briefagainst: SegwiseThe Briefno first choiceagainst: AdCreative.ai, Albert.ai, Bannerflow, Celtra, Copy.ai, Google Performance Max, Hunch, Jasper
Two alternatives
Bannerflow, StoryteqFive alternatives
AdCreative.ai, AdRoll ABM, Birch, Creatopy, Picsart Marketing StudioFour alternatives
Abyssale, Bannerbear, Bannerflow, PlacidTwo alternatives
Abyssale, Bannerbear AutoMiniMax M2.5CanvaCreatopyChangedThe Briefagainst: SmartlyCanvano first choicenothing named
Three alternatives
Abyssale, HubSpot Marketing Hub, The BriefFour alternatives
AdCreative.ai, Canto, Canva, HubSpot Ad Management SoftwareFour alternatives
Bannerbear, Canva, Celtra, FilestageThree alternatives
Abyssale, Cropink, OrshotGPT-6 LunaCanvaagainst: CeltraCanva GrowChangedAdobe Express, CanvaCanvano first choiceagainst: Canva, Kits AI, Kittl, VistaCreate
One alternative
The BriefOne alternative
LinkedIn Campaign ManagerThree alternatives
Bannerbear, Creatomate, Marq TeamOne alternative
BannerbearMuse Glimmer 30BThe Brief, formerly CreatopyCreatopyChangedThe BriefCanvano first choiceagainst: Albert.ai, Bannerflow, Brandeploy, Cape.io, Celtra, Copy.ai, Google Performance Max, Jasper, Smartly, Storyteq
Five alternatives
Abyssale, Atria, Canva Bulk Create, Viewst, WireflowOne alternative
HubSpot Ad Management SoftwareSix alternatives
Abyssale, AdCreative.ai, Bannerbear, Canva, Placid, WireflowTwo alternatives
Adobe Express, The Brief, formerly CreatopyBold 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 13:38 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | yes | 1 | 4 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 17:36 | yes | 8 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:48 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:36 | yes | 8 | 27 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:14 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:32 | yes | 20 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:15 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:02 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:01 | yes | 20 | 49 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:30 | yes | 11 | 139 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:23 | yes | 9 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:46 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:41 | yes | 16 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:41 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:48 | yes | 3 | 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 09:11 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:28 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:17 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:16 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:04 | yes | 22 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:47 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:46 | yes | 5 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:42 | yes | 20 | 59 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:00 | yes | 14 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:50 | yes | 18 | 68 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:55 | yes | 1 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:51 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:41 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:34 | 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 13:06 | yes | 12 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:12 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:30 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:17 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:16 | yes | 21 | 44 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:25 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:28 | yes | 20 | 62 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:05 | yes | 15 | 96 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:01 | yes | 5 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:58 | yes | 5 | 14 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:23 | yes | 22 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:27 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:36 | yes | 3 | 4 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 14:50 | yes | 12 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:36 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:19 | yes | 20 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:18 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:50 | yes | 25 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:15 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:18 | yes | 25 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:16 | yes | 15 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:11 | yes | 22 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:34 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 2 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:12 | yes | 13 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:53 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:04 | no | 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 09:50 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 13:56 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:21 | yes | 14 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:16 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:44 | yes | 16 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:24 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:15 | yes | 5 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:17 | yes | 10 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:57 | yes | 14 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:38 | no | 0 | 67 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:39 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:48 | yes | 13 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:46 | yes | 20 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:20 | yes | 5 | 7 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 12:34 | yes | 10 | 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 13:39 | yes | 10 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:07 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:50 | yes | 22 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:09 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:50 | yes | 5 | 19 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:03 | yes | 9 | 63 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:27 | yes | 23 | 31 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:35 | no | 0 | 57 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:39 | yes | 5 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 21 | 30 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
HubSpot Ad Management read as HubSpot Ad Management Software
Unresolved, counted raw
Abyssale Suite
Adobe
BannerBoo
Bannerbear Auto
Bannerify
Canva Bulk Create
Canva with Magic Studio
Confect
Crello (now VistaCreate)
Designity
DocuGen
Holo
Kits AI
Kittl
Lapis
LinkedIn's native creative tools
Lovart AI
Magic Studio
Meta Advantage+ Creative
Penji
Picsart Marketing Studio
Templated
The Brief AI
Veed.io
Zeely AI
Discontinued, still offered
No shut-down product was recommended here.