Digital asset management for enterprise buyers
Asked as “digital asset management system”, and as “DAM platform”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
43%
Clear leader
43Bynder18MediaValet14Adobe Experience Manager Assets24others
43% of first choices, clear leader.
Since October 2026▼−5Since October 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise.Bynder held the lead, −5 points on 48%, 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.Standing →Enterprise
Bynder43%Clear leader▼−5Since October 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseBynder43%Clear leader▼−5Since October 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise.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
01Bynder43%10%61endorsed leader▼−5Since October 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise.48% → 43%
Bynder43%10%61endorsed leader▼−5Since October 2026: 48% → 43%, −5 points. Inside the 11-point floor: within noise.48% → 43%02
MediaValet18%8%38accepted challenger▼−4Since October 2026: 22% → 18%, −4 points. Inside the 11-point floor: within noise.22% → 18%
MediaValet18%8%38accepted challenger▼−4Since October 2026: 22% → 18%, −4 points. Inside the 11-point floor: within noise.22% → 18%03
Adobe Experience Manager Assets14%22%59accepted challenger▲+1Since October 2026: 13% → 14%, +1 point. Inside the 11-point floor: within noise.13% → 14%
Adobe Experience Manager Assets14%22%59accepted challenger▲+1Since October 2026: 13% → 14%, +1 point. Inside the 11-point floor: within noise.13% → 14%04
Acquia DAM10%9%32accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%
Acquia DAM10%9%32accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 11-point floor: within noise.4% → 10%05
Aprimo8%9%53accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%
Aprimo8%9%53accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%06
Brandfolder2%22%37accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Brandfolder2%22%37accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
11Canto0%30%33criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Canto0%30%33criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
OpenText Media Management0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
OpenText Media Management0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Cloudinary0%6%36accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cloudinary0%6%36accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Frontify0%5%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Frontify0%5%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Orange Logic0%0%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Orange Logic0%0%18accepted 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-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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Bynder43%
Bynder43%02MediaValet18%
MediaValet18%03Adobe Experience Manager Assets14%
Adobe Experience Manager Assets14%04Acquia DAM10%
Acquia DAM10%05Aprimo8%
Aprimo8%06Brandfolder2%
Brandfolder2%07Cloudinary0%
Cloudinary0%08Orange Logic0%
Orange Logic0%09Frontify0%
Frontify0%10OpenText Media Management0%
OpenText Media Management0%11Canto0%
Canto0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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 Assets22%
13 of 59 labels negative · 8 of 14 models · 2 hard negative
“The monolith (Adobe AEM Assets) — expensive, complex, and requires specialist staff you might not have.” DeepSeek V4 Flash, negative prompt
Canto30%
10 of 33 labels negative · 8 of 14 models · 2 hard negative
“Teams often grow out of Canto and need to upgrade to a more robust DAM; starting with a scalable DAM is better.” Muse Glimmer 30B, negative prompt
Brandfolder22%
8 of 37 labels negative · 7 of 14 models · 3 hard negative
“Some users have reported performance issues, especially during peak hours, and scalability concerns for larger organizations” Claude Haiku 4.5, negative prompt
Bynder10%
6 of 61 labels negative · 6 of 14 models · 2 hard negative
“Bynder should be avoided for predictability because it "typically [has] custom quote-only with user-based pricing that can escalate."” MiniMax M2.5, 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
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. 877 links across 165 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 · Cloudinary51 answers · 93 citations · 12 models
vendor site · Capterra34 answers · 45 citations · 10 models
vendor site · Air26 answers · 37 citations · 10 models
vendor site · VNTANA24 answers · 34 citations · 10 models
vendor site · Adobe21 answers · 23 citations · 9 models
vendor site · Aprimo20 answers · 25 citations · 12 models
vendor site · Rework19 answers · 28 citations · 9 models
vendor site · Orange Logic19 answers · 25 citations · 11 models
vendor site · MediaValet18 answers · 51 citations · 11 models
vendor site · Bynder18 answers · 31 citations · 6 models
16 answers · 24 citations · 9 models
14 answers · 16 citations · 7 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.
27 answers · 10 models
26 answers · 10 models
24 answers · 10 models
18 answers · 9 models
18 answers · 10 models
17 answers · 7 models
17 answers · 8 models
16 answers · 9 models
13 answers · 9 models
11 answers · 5 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 |
|---|---|---|---|---|---|---|---|---|
| Bynder bynder.com | 43% | 190 | 6,600 | 136 | 94,929 | 62 | 5 | |
| MediaValet mediavalet.com | 18% | 107 | 1,900 | 12 | 49,517 | 23 | ||
| Adobe parent site Adobe Experience Manager Assets 14% | 14% | 107 | 1,220,000 | 117,563 | ||||
| Acquia acquia.com Acquia DAM 10% | 10% | 65 | 3,600 | 216 | 72,942 company | $2,943 | 92 | 7 |
| Aprimo aprimo.com | 8% | 232 | 2,400 | 35 | 6,007 | 24 | ||
| Brandfolder brandfolder.com | 2% | 111 | 4,400 | 59 | 50,163 | 0 | ||
| Air air.inc | 2% | 59 | 201,000 | 1,766,606 | 27,643 | $1,275 | 4 | |
| Stockpress Essential stockpress.co | 2% | 20 | ||||||
| Cloudinary cloudinary.com | 0% | 105 | 14,800 | 177 | 455,152 | 7 | ||
| Orange Logic orangelogic.com | 0% | 24 | 2,400 | 36 | 2,449 | 13 |
Google's top ten for the two searches hold 12 sites; 2 of them are among the sites the models cited here (business.adobe.com, bynder.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 an enterprise B2B company?”Paraphrase“Which DAM platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade digital asset management systems and how do they differ?”Budget-constrained“What is the best digital asset management system 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 digital asset management system. What should we look at?”Negative“Which digital asset management systems should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Adobe Experience Manager AssetsAprimoChangedno first choiceAprimono first choiceagainst: Acquia DAM, Air, Brandfolder
Three alternatives
Canto, MediaValet, Widen CollectiveThree alternatives
Adobe Experience Manager Assets, Bynder, MassetSix alternatives
Acquia DAM, Adobe Experience Manager Assets, Brandfolder, Bynder, Orange Logic, VNTANATwo alternatives
MediaValet, Stockpress EssentialGPT-5.4 miniAdobe Experience Manager AssetsAcquia DAMChangedAdobe Experience Manager AssetsAcquia DAMagainst: Adobe Experience Manager Assetsno first choicenothing named
Three alternatives
Aprimo, Bynder, MediaValetTwo alternatives
Adobe Experience Manager Assets, AprimoFour alternatives
Aprimo, Bynder, Canto, MediaValetOne alternative
CantoGemini 3.5 FlashBynderAdobe Experience Manager AssetsChangedno first choiceMediaValetagainst: Dash, Stockpress Essentialno first choiceagainst: Box, Brandfolder, Canto, CleanPix, Dropbox, Extensis Portfolio, Filecamp, Google Drive, OneDrive, OpenText MediaBank, SharePoint
Six alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, MediaValet, Orange LogicFour alternatives
Acquia DAM, Aprimo, Brandfolder, BynderSeven alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Cloudinary, Orange LogicThree alternatives
Acquia DAM, Nuxeo, Widen CollectivePerplexity SonarBynderagainst: Adobe Experience Manager AssetsBynderHeldno first choiceStockpress Essentialagainst: Adobe Experience Manager Assets, Brandfolder, Bynderno first choiceagainst: Adobe Experience Manager Assets, Box, Canto, Cloudinary, Dash, Filecamp, MediaValet, Pics.io
Four alternatives
Aprimo, Cloudinary, Orange Logic, PimberlyFour alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, CloudinaryEight alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Bynder, Cloudinary, Frontify, OpenText DAM, Orange LogicOne alternative
FilecampGrok 4.20Bynderagainst: Monday.comBynderHeldAdobe Experience Manager Assetsagainst: BoxMediaValetagainst: Adobe Experience Manager Assets, Aprimono first choiceagainst: Adobe Experience Manager Assetsagainst: Adobe Experience Manager Assets, Box, Bynder, CELUM, Canto, Censhare, Dropbox, Frontify, Google Drive, Image Relay, Kontainer, OpenText Media Management, Pimcore, ResourceSpace
Five alternatives
Adobe Experience Manager Assets, Aprimo, Brandfolder, Cloudinary, MediaValetFour alternatives
Adobe Experience Manager Assets, Aprimo, Canto, CloudinaryFour alternatives
Aprimo, Bynder, Cloudinary, MediaValetTwo alternatives
Bynder, FilecampMistral SmallAdobe Experience Manager Assets, BynderBynderChangedAdobe Experience Manager AssetsMediaValetagainst: Acquia DAM, Aprimo, Brandfolder, Cantono first choiceagainst: Adobe Experience Manager Assetsagainst: Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Canto, MediaValet
Two alternatives
Acquia DAM, CloudinaryThree alternatives
Adobe Experience Manager Assets, Aprimo, MediaValetThree alternatives
Air, Bynder, OpenText Media Management CETwo alternatives
Air, BynderDeepSeek V4 FlashBynderBynderHeldagainst: CloudinaryBynderAcquia DAMno first choiceagainst: Adobe Experience Manager Assets, Brandfolder, Canto, Creative Force, Infor EAM, MediaValet, ResourceSpace, SlideHub
Two alternatives
Adobe Experience Manager Assets, AprimoThree alternatives
Acquia DAM, Adobe Experience Manager Assets, AprimoFour alternatives
Adobe Experience Manager Assets, Aprimo, Cloudinary, OpenText Media ManagementTwo alternatives
Air, MediaValetLlama 4 Maverickno first choiceBynderChangedno first choiceBynderMediaValetagainst: Adobe Experience Manager Assets
Three alternatives
Acquia DAM, Adobe Experience Manager Assets, MediaValetTwo alternatives
Air, BrandfolderTwo alternatives
Brandfolder, Orange Logic Enterprise DAMQwen 3.7 FlashAdobe Experience Manager AssetsBrandfolder, BynderChangedBynderMediaValetno first choiceagainst: Dropboxes, Google Drive, Pure SharePoint
Four alternatives
Aprimo, Bynder, Canto, OpenText Media Management CEOne alternative
Adobe Experience Manager AssetsFive alternatives
Acquia DAM, Adobe Experience Manager Assets, Brandfolder, Cloudinary, MediaValetTwo alternatives
Aprimo, BrandfolderKimi K2Aprimo, BynderBynder, MediaValetChangedno first choiceagainst: Air, Canto, Dash, Stockpress EssentialMediaValetagainst: Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Cantono first choicenothing named
Three alternatives
Adobe Experience Manager Assets, Brandfolder, FrontifyTwo alternatives
Adobe Experience Manager Assets, AprimoSix alternatives
Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Cloudinary, MediaValetOne alternative
Acquia DAMGLM 4.7 FlashXAdobe Experience Manager Assets, BynderAprimo, BynderChangedAdobe Experience Manager AssetsAirno first choiceagainst: Adobe Experience Manager Assets, Dropbox, Drupal file managers, Google Drive, OneDrive, SharePoint libraries, WordPress modules
Six alternatives
Acquia DAM, Aprimo, Brandfolder, Cloudinary Media Management, MediaValet, OpenText Media ManagementTwo alternatives
Adobe Experience Manager Assets, CloudinaryThree alternatives
Aprimo, Brandfolder, BynderOne alternative
CloudinaryMiniMax M2.5BynderAdobe Experience Manager AssetsChangedBrandfolder, BynderMediaValetagainst: Aprimo, Brandfolder, Bynder, Cantono first choiceagainst: Adobe Bridge
Three alternatives
Adobe Experience Manager Assets, Aprimo, FrontifyThree alternatives
Aprimo, Box, BynderThree alternatives
Adobe Experience Manager Assets, Aprimo, CloudinaryGPT-6 LunaBynderBynderHeldno first choiceAcquia DAMagainst: Bynderno first choiceagainst: Canto Cumulus, Mudstack, Oracle Content Management Cloud Services
Three alternatives
Adobe Experience Manager Assets, Aprimo, CloudinaryTwo alternatives
Adobe Experience Manager Assets, AprimoSeven alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Bynder, Cloudinary, OpenText Media Management, Orange LogicOne alternative
KadanzaMuse Glimmer 30BBynderBynderHeldBynderAcquia DAM, MediaValetno first choiceagainst: Canto, Filecamp
Four alternatives
Adobe Experience Manager Assets, Aprimo, Cloudinary, FrontifyThree alternatives
AEM Assets, Acquia DAM, AprimoNine alternatives
AEM Assets, Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Cloudinary, Frontify, MediaValet, Orange LogicBold 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 12:18 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:00 | yes | 4 | 6 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 08:48 | yes | 7 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:41 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:48 | yes | 9 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:14 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:27 | yes | 22 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:21 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:54 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:33 | yes | 14 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:40 | yes | 13 | 79 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:19 | yes | 25 | 57 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:26 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:16 | yes | 12 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:52 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:40 | yes | 2 | 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 11:33 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:01 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:34 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:34 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:07 | yes | 22 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:17 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:43 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:34 | yes | 20 | 61 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:00 | yes | 12 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:53 | yes | 15 | 55 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:19 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 13 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:44 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:53 | 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 13:15 | yes | 8 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:32 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:54 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:16 | yes | 12 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:34 | yes | 25 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:40 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:57 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:03 | yes | 20 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:37 | yes | 25 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:47 | yes | 10 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:12 | yes | 9 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:30 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:15 | yes | 17 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:58 | yes | 3 | 5 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 16:55 | yes | 16 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:35 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:45 | yes | 18 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:48 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:27 | yes | 22 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:47 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:31 | yes | 5 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:02 | yes | 19 | 81 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:59 | yes | 15 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:09 | yes | 10 | 50 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:40 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:50 | yes | 23 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:43 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:17 | 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 11:40 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:01 | yes | 10 | 20 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:35 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:47 | yes | 22 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:53 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:10 | no | 0 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:03 | yes | 20 | 102 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:11 | no | 0 | 32 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:54 | yes | 2 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:24 | yes | 14 | 31 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:48 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:43 | no | 0 | 5 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 12:00 | yes | 4 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:08 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:42 | yes | 13 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:57 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:31 | yes | 24 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:46 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | yes | 5 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:08 | yes | 23 | 60 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:50 | yes | 22 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:54 | yes | 18 | 88 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:09 | yes | 4 | 35 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:19 | yes | 25 | 27 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 Experience Manager read as Adobe Experience Manager Assets
Adobe Experience Manager (AEM) read as Adobe Experience Manager Assets
OpenText read as OpenText Media Management
OpenText (Extended ECM) read as OpenText Media Management
OpenText Digital Asset Management read as OpenText Media Management
Unresolved, counted raw
Canto DAM
CatDV
CleanPix
Cloudinary Media Management
Dropboxes
Drupal file managers
Infor EAM
Mudstack
Nuxeo Platform
OpenText MediaBank
Oracle Content Management Cloud Services
Orange Logic Enterprise DAM
Pure SharePoint
SharePoint libraries
Sitecore DAM
Sitecore Digital Asset Management
SlideHub
WordPress modules
Discontinued, still offered
No shut-down product was recommended here.