Digital asset management
Asked as “digital asset management system”, and as “DAM platform”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · Filecamp 17%
40Canto17Filecamp15Bynder29others
40% of first choices, contested.
Since October 2026▼−5Since October 2026: 45% → 40%, −5 points. Inside the 11-point floor: within noise.Canto held the lead, −5 points on 45%, 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
Filecamp27%Contested▼−6Since October 2026: 33% → 27%, −6 points. Inside the 11-point floor: within noise.Standing →Mid-market
Canto40%Contested▼−5Since October 2026: 45% → 40%, −5 points. Inside the 11-point floor: within noise.This pageEnterprise
Bynder43%Clear leader▼−5Since October 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise.Standing →
Filecamp27%Contested▼−6Since October 2026: 33% → 27%, −6 points. Inside the 11-point floor: within noise.Standing →Mid-marketCanto40%Contested▼−5Since October 2026: 45% → 40%, −5 points. Inside the 11-point floor: within noise.This pageEnterpriseBynder43%Clear leader▼−5Since October 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise.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
01Canto40%6%52endorsed leader▼−5Since October 2026: 45% → 40%, −5 points. Inside the 11-point floor: within noise.45% → 40%
Canto40%6%52endorsed leader▼−5Since October 2026: 45% → 40%, −5 points. Inside the 11-point floor: within noise.45% → 40%02Filecamp17%0%24accepted challenger=heldSince October 2026: 17% → 17%, ±0 points. Inside the 11-point floor: within noise.17% → 17%
Filecamp17%0%24accepted challenger=heldSince October 2026: 17% → 17%, ±0 points. Inside the 11-point floor: within noise.17% → 17%03Bynder15%20%56accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.15% → 15%
Bynder15%20%56accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 11-point floor: within noise.15% → 15%04
Brandfolder6%8%39accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Brandfolder6%8%39accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%05
Pics.io6%5%20accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Pics.io6%5%20accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%06
Air4%0%13accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Air4%0%13accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
ResourceSpace2%10%10accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
ResourceSpace2%10%10accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%Show the six products at 0%, ordered by negative rate
13
Google Drive Lab in the set0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Drive Lab in the set0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Adobe Experience Manager Assets0%42%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Adobe Experience Manager Assets0%42%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Acquia DAM0%24%25accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Acquia DAM0%24%25accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Aprimo0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Aprimo0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
MediaValet0%13%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
MediaValet0%13%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Cloudinary0%0%29accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cloudinary0%0%29accepted 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.
Google Drive is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
All twenty-one head-to-head pages: the top seven products, each against each
Canto vs Pics.ioCanto vs AirCanto vs ResourceSpaceFilecamp vs BynderFilecamp vs BrandfolderFilecamp vs Pics.ioFilecamp vs AirFilecamp vs ResourceSpaceBynder vs BrandfolderBynder vs Pics.ioBynder vs AirBynder vs ResourceSpaceBrandfolder vs Pics.ioBrandfolder vs AirBrandfolder vs ResourceSpacePics.io vs AirPics.io vs ResourceSpaceAir vs ResourceSpace
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Canto40%
Canto40%02Filecamp17%
Filecamp17%03Bynder15%
Bynder15%04Brandfolder6%
Brandfolder6%05Pics.io6%
Pics.io6%06Air4%
Air4%07ResourceSpace2%
ResourceSpace2%08Cloudinary0%
Cloudinary0%09MediaValet0%
MediaValet0%10Acquia DAM0%
Acquia DAM0%11Aprimo0%
Aprimo0%12Adobe Experience Manager Assets0%
Adobe Experience Manager Assets0%13Google Drive0%
Google Drive0%What they warned about
Nine of fourteen models held their first choice under the paraphrase. Mistral Small, Llama 4 Maverick, Kimi K2, MiniMax M2.5 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.
Adobe Experience Manager Assets42%
15 of 36 labels negative · 8 of 14 models · 4 hard negative
“The product is extremely expensive yet lacks in many areas compared to its competitors. AEM Assets carries a huge administrative burden, is extremely clunky, not user friendly” Claude Haiku 4.5, negative prompt
Bynder20%
11 of 56 labels negative · 8 of 14 models · 1 hard negative
“Enterprise tools to avoid on a budget: Adobe Experience Manager, Bynder, Brandfolder, or MediaValet” Grok 4.20, budget prompt
Dropbox67%
6 of 9 labels negative · 6 of 14 models · 4 hard negative
“Avoid overkill (pure enterprise tools like OpenText) or overly simple ones (basic file-sharing like Dropbox)” Grok 4.20, scale prompt
Acquia DAM24%
6 of 25 labels negative · 6 of 14 models · 1 hard negative
“avoid "heavy" enterprise platforms like Adobe Experience Manager (AEM) or Acquia DAM” Qwen 3.7 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
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. 844 links across 177 sites, every framing counted. Ranked by the number of answers carrying the site or page. 10 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 · Cloudinary43 answers · 75 citations · 13 models
vendor site · Capterra40 answers · 68 citations · 13 models
vendor site · Software Advice28 answers · 32 citations · 10 models
vendor site · Zapier24 answers · 24 citations · 11 models
vendor site · Canto23 answers · 25 citations · 12 models
22 answers · 38 citations · 8 models
vendor site · Brandfolder19 answers · 35 citations · 9 models
vendor site · Rework15 answers · 17 citations · 9 models
15 answers · 17 citations · 8 models
vendor site · Orange Logic13 answers · 13 citations · 10 models
12 answers · 16 citations · 8 models
12 answers · 13 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.
34 answers · 12 models
24 answers · 11 models
23 answers · 10 models
17 answers · 10 models
14 answers · 8 models
11 answers · 4 models
10 answers · 8 models
10 answers · 5 models
10 answers · 8 models
10 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 digital asset management system”, “digital asset management system”. 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 |
|---|---|---|---|---|---|---|---|---|
| Canto canto.com | 40% | 138 | 22,200 | 11,609 | 81,784 | 65 | ||
| Filecamp filecamp.com | 17% | 83 | 590 | 0 | 11,252 | 17 | ||
| Bynder bynder.com | 15% | 190 | 6,600 | 136 | 94,929 | 62 | 5 | |
| Brandfolder brandfolder.com | 6% | 111 | 4,400 | 59 | 50,163 | 0 | ||
| Pics.io pics.io | 6% | 41 | 390 | 7 | 84,455 | 6 | ||
| Air air.inc | 4% | 59 | 201,000 | 1,766,606 | 27,643 | $1,275 | 4 | |
| Dash dash.app | 2% | 41 | 165,000 | 126,123 | 5,694 | 44 | ||
| ResourceSpace resourcespace.com | 2% | 21 | 590 | 5 | 10,427 | 0 | 4 | |
| Klyck | 2% | |||||||
| apollon OMN apollon.de | 2% | 2 |
Google's top ten for the two searches hold 12 sites; 2 of them are among the sites the models cited here (cmswire.com, thedigitalprojectmanager.com). The first result for “best digital asset management system” is thedigitalprojectmanager.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 digital asset management system for a mid-market B2B company?”Paraphrase“Which DAM platform would you recommend to a mid-sized B2B company?”Comparative“What are the top digital asset management systems and how do they differ?”Budget-constrained“What is the best digital asset management system for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a digital asset management system. What should we look at?”Negative“Which digital asset management systems should I avoid or be cautious about?”
Claude Haiku 4.5CantoCantoHeldno first choiceNextcloudno first choiceagainst: Adobe Experience Manager Assets, Canto Cumulus, Extensis Portfolio
Three alternatives
Brandfolder, Bynder, MediaValetThree alternatives
Brandfolder, Bynder, Pics.ioFive alternatives
Canto, Google Drive, OneDrive, Pimcore, ResourceSpaceGPT-5.4 miniCantoCantoHeldagainst: Adobe Experience Manager AssetsAdobe Experience Manager Assets, AprimoFilecampno first choiceagainst: Acquia DAM, Adobe Experience Manager Assets
Two alternatives
Acquia DAM, BynderThree alternatives
Acquia DAM, Bynder, MediaValetSix alternatives
Brandfolder, Bynder, Canto, Cloudinary, Frontify, MediaValetOne alternative
Pics.ioGemini 3.5 FlashCantoCantoHeldagainst: Adobe Experience Manager Assetsno first choicePics.ioagainst: Adobe Experience Manager Assets, Bynder, CantoBrandfolderagainst: Adobe Experience Manager Assetsagainst: Asana, Box, Dropbox, Drupal, Google Drive, IBM, Jira, OpenText Media Management, Razuna, ResourceSpace, SharePoint, WordPress
Four alternatives
Acquia DAM, Brandfolder, Bynder, MediaValetFour alternatives
Acquia DAM, Brandfolder, Bynder, MediaValetSeven alternatives
Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Canto, Cloudinary, Orange LogicFive alternatives
Air, Filecamp, Playbook, ResourceSpace, Stockpress EssentialFour alternatives
Acquia DAM, Bynder, Canto, MediaValetPerplexity SonarCantoagainst: BynderCantoHeldagainst: Acquia DAM, MediaValet, Pics.ioBynderFilecampno first choiceagainst: Adobe Experience Manager Assets, Dropbox, Google Drive, SharePoint
Five alternatives
Brandfolder, Cloudinary, Frontify, MediaValet, OpenAssetFour alternatives
4ALLPORTAL, Brandfolder, Bynder, Plytix Cloud PIM & DAMSeven alternatives
Adobe Experience Manager Assets, Aprimo, Canto, Cloudinary, Frontify, MediaValet, Orange LogicFive alternatives
Box, Brault, Cloudinary, Dash, OneDriveGrok 4.20Bynderagainst: Adobe Experience Manager Assets, AprimoBynderHeldagainst: Acquia DAM, AprimoBynderagainst: Aprimo, Google Workspace, Microsoft OneDriveDashagainst: Adobe Experience Manager Assets, Brandfolder, Bynder, MediaValetBynderagainst: Adobe Experience Manager Assets, Dropbox, Monday.com, OpenText Media Managementagainst: Adobe Experience Manager Assets, Brandfolder, Bynder, Degoo, Iconik, Launchmetrics, Widen
Four alternatives
Acquia DAM, Brandfolder, Canto, CloudinaryFive alternatives
Brandfolder, Canto, Filecamp, MediaValet, WediaSix alternatives
Acquia DAM, Adobe Experience Manager Assets, Brandfolder, Canto, Cloudinary, WediaFour alternatives
Canto, Klyck, Pimcore, ResourceSpaceFour alternatives
Brandfolder, Canto, MediaValet, WediaMistral SmallBynder, Pics.ioapollon OMNChangedno first choiceZiflowno first choicenothing named
Two alternatives
Air, CantoFour alternatives
Acquia DAM, MediaValet, Pics.io, Stockpress EssentialThree alternatives
Cloudinary, Dash, FilecampDeepSeek V4 FlashCantoCantoHeldagainst: Adobe Experience Manager AssetsBynderFilecampno first choiceagainst: Acquia DAM, Adobe Experience Manager Assets, Bynder, MediaValet, Orange Logic
Five alternatives
Brandfolder, Bynder, Filecamp, MediaValet, pixx.ioThree alternatives
Brandfolder, Bynder, FilecampSeven alternatives
Adobe Experience Manager Assets, Aprimo, Brandfolder, Canto, Cloudinary, Filecamp, Pics.ioThree alternatives
Air, Dash, Stockpress EssentialLlama 4 MaverickPics.ioCantoChangedno first choiceFilecampno first choicenothing named
Two alternatives
Air, CantoThree alternatives
Brault, Cloudinary, ZiflowQwen 3.7 FlashCantoCantoHeldagainst: BynderBynderAiragainst: Brandfolder, Bynderno first choiceagainst: Adobe Workfrontagainst: Acquia DAM, Adobe Experience Manager Assets, Dropbox, Google Drive, OneDrive
Three alternatives
Brandfolder, Bynder, MediaValetOne alternative
MediaValetThree alternatives
Adobe Experience Manager Assets, Brandfolder, WidenThree alternatives
Brault, Filecamp, KlyckKimi K2CantoBrandfolder, CantoChangedno first choiceAir, Filecampno first choiceagainst: Acquia DAM, Bynder, Canto, MediaValet
Four alternatives
Acquia DAM, Air, Brandfolder, MediaValetThree alternatives
Bynder, Filecamp, Pics.ioSeven alternatives
Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Canto, Cloudinary, DashThree alternatives
Cloudinary, Pics.io, Stockpress EssentialGLM 4.7 FlashXBynderBynderHeldno first choiceagainst: Google Workspace, Microsoft OneDriveFilecampagainst: Bynderno first choiceagainst: AtroDAM, Axis Store Data Manager, Daminion, Sales Layer
Seven alternatives
Acquia DAM, Aprimo, Brandfolder, Canto, Cloudinary, MediaValet, WediaTwo alternatives
Canto, PimcoreThree alternatives
Cloudinary, Kontainer, Stockpress EssentialMiniMax M2.5CantoBynderChangedno first choiceFilecamp, Klyckagainst: Dashno first choiceagainst: Canto, Dropbox, Extensis Portfolio, Google Drive
Two alternatives
Brandfolder, BynderThree alternatives
Brandfolder, Canto, Ci Media CloudOne alternative
BynderGPT-6 LunaCantoagainst: BynderCantoHeldno first choiceFilecampno first choiceagainst: Adobe Experience Manager Assets, Bynder, CONTENTdm
Two alternatives
Brandfolder, CloudinaryOne alternative
BynderOne alternative
ResourceSpaceMuse Glimmer 30BBrandfolderCantoChangedno first choiceResourceSpaceagainst: Ziflowno first choiceagainst: Canto Cumulus, Dropbox, Google Drive, SharePoint, WebDAM by Bynder
Two alternatives
Bynder, CantoThree alternatives
Air, Bynder, FilecampEight alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Canto, Frontify, WidenSeven alternatives
Air, Brault, Dash, Filecamp, Klyck, Pics.io, Stockpress EssentialBold 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 12:45 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:08 | yes | 6 | 7 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 15:41 | yes | 11 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:16 | yes | 10 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:40 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:37 | yes | 20 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:54 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:19 | yes | 5 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:01 | yes | 14 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:56 | yes | 8 | 21 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:18 | yes | 14 | 62 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:45 | yes | 5 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 15 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:15 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:04 | yes | 5 | 4 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 13:26 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:49 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:30 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:03 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:52 | yes | 25 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:37 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:19 | yes | 20 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:42 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:44 | yes | 9 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:17 | yes | 5 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:29 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:33 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:23 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:18 | yes | 5 | 7 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 09:49 | yes | 6 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:15 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:45 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:39 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:45 | yes | 25 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:31 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:47 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:08 | yes | 12 | 51 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:21 | yes | 20 | 68 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:44 | yes | 15 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:27 | yes | 8 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:35 | yes | 21 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:52 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:58 | 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 12:15 | yes | 11 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:08 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:44 | yes | 5 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:45 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:19 | yes | 22 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:54 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:41 | yes | 5 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:26 | yes | 14 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:18 | yes | 18 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:07 | yes | 5 | 33 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:25 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:45 | yes | 15 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:57 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:48 | no | 0 | 6 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 10:11 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:16 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:30 | yes | 10 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:42 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:15 | yes | 18 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:54 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:16 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:46 | yes | 9 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 14 | 48 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:04 | yes | 10 | 27 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:16 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:37 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:28 | yes | 36 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:24 | yes | 4 | 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 16:22 | yes | 13 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:07 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:36 | yes | 14 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:25 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:51 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:28 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:44 | yes | 9 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:41 | yes | 24 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:33 | yes | 24 | 84 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:46 | no | 0 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:49 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:41 | yes | 25 | 25 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 read as Adobe Experience Manager Assets
Adobe Experience Manager read as Adobe Experience Manager Assets
Adobe Experience Manager (AEM) read as Adobe Experience Manager Assets
OpenText read as OpenText Media Management
Plytix read as Plytix Cloud PIM & DAM
Unresolved, counted raw
Axis Store Data Manager
CONTENTdm
CoSchedule Asset Organizer
Flight by Canto
Frame.io
Keepeek
Omeka S
Phrasea
Pimcore DAM
Resource Space
Scaleflex
Sitecore Content Hub formerly Stylelabs
WebDAM by Bynder
Discontinued, still offered
No shut-down product was recommended here.