Digital asset management for enterprise buyers
Asked as “digital asset management system”, and as “DAM platform”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
48%
Clear leader
48Bynder22MediaValet13Adobe Experience Manager Assets17others
48% of first choices, clear leader.
Since September 2026▲+16Since September 2026: 33% → 49%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.Bynder held the lead, +16 points on 33%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Filecamp33%Contested▲+3Since September 2026: 27% → 30%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Canto45%Clear leader▲+12Since September 2026: 34% → 46%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Enterprise
Bynder48%Clear leader▲+16Since September 2026: 33% → 49%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.This page
Filecamp33%Contested▲+3Since September 2026: 27% → 30%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketCanto45%Clear leader▲+12Since September 2026: 34% → 46%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →EnterpriseBynder48%Clear leader▲+16Since September 2026: 33% → 49%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.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 September 2026
01Bynder48%21%66endorsed leader▲+16Since September 2026: 33% → 49%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.33% → 49%
Bynder48%21%66endorsed leader▲+16Since September 2026: 33% → 49%, +16 points. Past the 11-point floor: movement. Read over the models both editions asked.33% → 49%02
MediaValet22%3%36accepted challenger▲+6Since September 2026: 14% → 21%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 21%
MediaValet22%3%36accepted challenger▲+6Since September 2026: 14% → 21%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 21%03
Adobe Experience Manager Assets13%25%61accepted challenger▲+3Since September 2026: 10% → 13%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 13%
Adobe Experience Manager Assets13%25%61accepted challenger▲+3Since September 2026: 10% → 13%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.10% → 13%04
Aprimo4%8%40accepted challenger▼−19Since September 2026: 24% → 5%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.24% → 5%
Aprimo4%8%40accepted challenger▼−19Since September 2026: 24% → 5%, −19 points. Past the 11-point floor: movement. Read over the models both editions asked.24% → 5%05
Acquia DAM4%10%41accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%
Acquia DAM4%10%41accepted challenger▲+1Since September 2026: 4% → 5%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 5%06
Air2%20%10accepted challenger▲+1Since September 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 3%
Air2%20%10accepted challenger▲+1Since September 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 3%07Canto2%39%31criticized challenger▼−4Since September 2026: 6% → 3%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 3%
Canto2%39%31criticized challenger▼−4Since September 2026: 6% → 3%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.6% → 3%Show the five products at 0%, ordered by negative rate
12
Brandfolder0%35%26criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Brandfolder0%35%26criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Frontify0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Frontify0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
OpenText Media Management0%14%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
OpenText Media Management0%14%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Cloudinary0%4%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Cloudinary0%4%25accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Orange Logic0%0%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Orange Logic0%0%21accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All twenty-eight head-to-head pages: the top eight products, each against each
Canto vs BrandfolderCanto vs Acquia DAMCanto vs Pics.ioCanto vs AirFilecamp vs BynderFilecamp vs ResourceSpaceFilecamp vs BrandfolderFilecamp vs Acquia DAMFilecamp vs Pics.ioFilecamp vs AirBynder vs ResourceSpaceBynder vs BrandfolderBynder vs Acquia DAMBynder vs Pics.ioBynder vs AirResourceSpace vs BrandfolderResourceSpace vs Acquia DAMResourceSpace vs Pics.ioResourceSpace vs AirBrandfolder vs Acquia DAMBrandfolder vs Pics.ioBrandfolder vs AirAcquia DAM vs Pics.ioAcquia DAM vs AirPics.io vs Air
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Bynder48%
Bynder48%02MediaValet22%
MediaValet22%03Adobe Experience Manager Assets13%
Adobe Experience Manager Assets13%04Aprimo4%
Aprimo4%05Acquia DAM4%
Acquia DAM4%06Air2%
Air2%07Canto2%
Canto2%08Cloudinary0%
Cloudinary0%09Orange Logic0%
Orange Logic0%10OpenText Media Management0%
OpenText Media Management0%11Frontify0%
Frontify0%12Brandfolder0%
Brandfolder0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, 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 Assets25%
15 of 61 labels negative · 12 of 14 models · 2 hard negative
“**Systems to Avoid** ... **1. Adobe Experience Manager (AEM) Assets** - **Overly complex and developer-dependent**” GLM 4.7 FlashX, negative prompt
Bynder21%
14 of 66 labels negative · 10 of 14 models · 4 hard negative
“What to Avoid - **Bynder/Aprimo**: Excellent features but typically custom quote-only with user-based pricing that can escalate” Kimi K2, budget prompt
Canto39%
12 of 31 labels negative · 8 of 14 models · 2 hard negative
“**Canto** - **Issues:** Users report frustrating and inefficient search functionality, missing features... steep learning curve and poor navigation.” Mistral Small, negative prompt
Brandfolder35%
9 of 26 labels negative · 8 of 14 models · 1 hard negative
“What to Avoid: Bynder, Brandfolder, Acquia DAM - All require custom quotes with no transparency” GLM 4.7 FlashX, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 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. 1117 links across 197 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · VNTANA51 answers · 75 citations · 12 models
vendor site · Cloudinary36 answers · 54 citations · 14 models
33 answers · 34 citations · 12 models
vendor site · Air32 answers · 48 citations · 10 models
vendor site · Aprimo31 answers · 41 citations · 12 models
vendor site · Templafy29 answers · 29 citations · 10 models
vendor site · Frontify27 answers · 32 citations · 11 models
vendor site · Zapier26 answers · 26 citations · 10 models
25 answers · 26 citations · 10 models
vendor site · Canto24 answers · 28 citations · 10 models
vendor site · Percepture24 answers · 25 citations · 10 models
vendor site · Orange Logic22 answers · 39 citations · 13 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.
49 answers · 12 models
33 answers · 12 models
28 answers · 10 models
26 answers · 10 models
25 answers · 10 models
24 answers · 10 models
21 answers · 10 models
20 answers · 12 models
18 answers · 9 models
17 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 |
|---|---|---|---|---|---|---|---|---|
| Bynder bynder.com Bynder 48%, Bynder Enterprise DAM 2% | 50% | 217 | 6,600 | 136 | 94,929 | 62 | 5 | |
| MediaValet mediavalet.com | 22% | 78 | 1,900 | 12 | 49,517 | 23 | ||
| Adobe parent site Adobe Experience Manager Assets 13% | 13% | 104 | 1,220,000 | 117,563 | ||||
| Aprimo aprimo.com | 4% | 205 | 2,400 | 35 | 6,007 | 24 | ||
| Acquia acquia.com Acquia DAM 4%, Acquia DAM, formerly Widen Collective 0% | 4% | 75 | 3,600 | 216 | 72,942 company | $2,943 | 92 | 7 |
| Air air.inc | 2% | 62 | 201,000 | 1,766,606 | 27,643 | $1,275 | 4 | |
| Widen Images | 2% | |||||||
| Canto canto.com | 2% | 145 | 22,200 | 11,609 | 81,784 | 65 | ||
| Cloudinary cloudinary.com | 0% | 63 | 14,800 | 177 | 455,152 | 7 | ||
| Orange Logic orangelogic.com | 0% | 27 | 2,400 | 36 | 2,449 | 13 |
Google's top ten for the two searches hold 12 sites; 1 of them are among the sites the models cited here (cmswire.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 4.5AprimoAdobe Experience Manager AssetsChangedAprimo, BynderMediaValetno first choicenothing named
Two alternatives
Bynder, VNTANAThree alternatives
Apriso, Canto, Widen CollectiveFour alternatives
Acquia DAM, Adobe Experience Manager Assets, Cloudinary, VNTANATwo alternatives
Acquia DAM, AprimoGPT-5.4 miniAdobe Experience Manager Assets, BynderAdobe Experience Manager AssetsChangedAdobe Experience Manager AssetsCantoagainst: Adobe Experience Manager Assets, Bynderno first choiceagainst: Acquia DAM, Bynder, OpenText Media Management
Four alternatives
Acquia DAM, Aprimo, Canto, CloudinaryTwo alternatives
Aprimo, BynderFive alternatives
Aprimo, Bynder, Canto, Cloudinary, OpenText Media ManagementTwo alternatives
Acquia DAM, MediaValetGemini 3.5 FlashBynderBynderHeldno first choiceAcquia DAMagainst: Adobe Experience Manager Assets, Bynder, Frontifyno first choiceagainst: Adobe Experience Manager Assets, Air.inc, Box, Brandfolder, Canto, Dash, Dropbox, Drupal, EMC Documentum, Google Drive, OneDrive, OpenText Media Management, Optimizely CMS, Salesforce, SharePoint, Sitecore
Five alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, CloudinaryFour alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Orange LogicOne alternative
MediaValetPerplexity SonarBynderBynderHeldBynderBynder, MediaValetno first choiceagainst: Adobe Experience Manager Assets
Three alternatives
Adobe Experience Manager Assets, Canto, OpenAssetFour alternatives
Acquia DAM, Adobe Experience Manager Assets, Canto, Orange LogicSix alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Cloudinary, FrontifyOne alternative
Orange LogicGrok 4.1 FastBynderBynderHeldno first choiceMediaValetagainst: Acquia DAM, Air, Brandfolder, Filecampno first choiceagainst: Adobe Experience Manager Assets, Aprimo, Bynder, Canto, Dropbox, Google Drive, Northplains, Nuxeo
Two alternatives
Adobe Experience Manager Assets, AprimoThree alternatives
Acquia DAM, Adobe Experience Manager Assets, AprimoOne alternative
BynderMistral SmallBynderAdobe Experience Manager Assets, BynderChangedBynderagainst: CantoMediaValetagainst: Adobe Experience Manager Assetsno first choiceagainst: Adobe Experience Manager Assets, Cloudinaryagainst: Bynder, Canto
Four alternatives
Acquia DAM, Adobe Experience Manager Assets, MediaValet, OpenText Media ManagementTwo alternatives
Cloudinary, VNTANAFour alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, BrandfolderOne alternative
BynderDeepSeek V4 FlashBynderBynderHeldBynderMediaValetagainst: Aprimo, Bynder, Cantono first choiceagainst: Canto, OpenText Media Managementagainst: Adobe Experience Manager Assets, Brandfolder, Bynder, Canto, EMC Documentum, Frontify, Google Drive, IBM FileNet/Ancept, Interwoven MediaBin, MediaValet, OpenAsset, OpenText Artesia, ResourceSpace, SharePoint, Widen
Four alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, MediaValetFive alternatives
Adobe Experience Manager Assets, Aprimo, Brandfolder, Frontify, MediaValetSeven alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Cloudinary, MediaValet, OpenText Media ManagementTwo alternatives
Acquia DAM, AirFour alternatives
Adobe Experience Manager Assets, Aprimo, Bynder, Orange LogicLlama 4 Maverickno first choiceBynderChangedno first choiceno first choiceno first choicenothing named
Four alternatives
Acquia DAM, Adobe Experience Manager Assets, MediaValet, OpenText Media ManagementQwen 3.7 FlashWiden ImagesBynderChangedno first choiceMediaValetagainst: Adobe Experience Manager Assets, Brandfolder, Bynder, Canto, Nextcloudno first choiceagainst: Canto
Three alternatives
Adobe Experience Manager Assets, Brandfolder, BynderOne alternative
Adobe Experience Manager AssetsSeven alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Bynder, Cloudinary, OpenText Media Management, Orange LogicSix alternatives
Adobe Experience Manager Assets, Brandfolder, Bynder, MediaValet, OpenText Media Management, VNTANAKimi K2BynderBynderHeldBynderagainst: Acquia DAMMediaValetagainst: Adobe Experience Manager Assets, Aprimo, Bynderno first choiceagainst: Adobe Bridge, Brandfolder, Bynder, Canto, Canto Cumulus, Portfolio DAM
Six alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Cloudinary, MediaValetThree alternatives
Acquia DAM, Adobe Experience Manager Assets, MediaValetSix alternatives
Adobe Experience Manager Assets, Aprimo, Brandfolder, Canto, Cloudinary, Sitecore Content HubTwo alternatives
Acquia DAM, CloudinaryGLM 4.7 FlashXAdobe Experience Manager AssetsBynderChangedBynderAiragainst: Acquia DAM, Brandfolder, Bynderno first choiceagainst: Adobe Experience Manager Assets, Air
Five alternatives
Acquia DAM, Aprimo, Bynder, Frontify, OpenText Media ManagementFour alternatives
Adobe Experience Manager Assets, Aprimo, Frontify, OpenText DAMEight alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Cloudinary, Frontify, MediaValet, OpenText Media Management, Sitecore Content HubTwo alternatives
Cloudinary, MediaValetMiniMax M2.5Aprimo, BynderBynderChangedBynderAcquia DAM, MediaValetno first choiceagainst: Adobe Experience Manager Assetsagainst: Adobe Experience Manager Assets, Brandfolder, Bynder
Two alternatives
Acquia DAM, BoxTwo alternatives
Adobe Experience Manager Assets, AprimoSix alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Canto, CloudinaryOne alternative
AirGPT-6 LunaBynderBynderHeldno first choiceMediaValetno first choiceagainst: Adobe Experience Manager Assets, Canto, Google Drive, SharePoint
Two alternatives
Adobe Experience Manager Assets, AprimoThree alternatives
Adobe Experience Manager Assets, Aprimo, BrandfolderEight alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Cloudinary, MediaValet, Orange LogicOne alternative
Acquia DAMMuse Glimmer 30BBynderAdobe Experience Manager Assets, Bynder Enterprise DAMChangedBynderMediaValetagainst: Brandfolder, Bynder, Canto, Filecampno first choiceagainst: Adobe Experience Manager Assets, Brandfolder, Bynder
Two alternatives
Acquia DAM, formerly Widen Collective, Adobe Experience Manager AssetsThree alternatives
Aprimo, MediaValet, OpenText Media ManagementSix alternatives
Acquia DAM, formerly Widen Collective, Adobe Experience Manager Assets, Aprimo, MediaValet, OpenText Media Management, Orange LogicThree alternatives
Bynder, MediaValet, VNTANABold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 09:36 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:56 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:32 | yes | 17 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:34 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:01 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:43 | yes | 13 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:47 | yes | 16 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:48 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:35 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:01 | yes | 9 | 16 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:05 | yes | 15 | 63 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:24 | yes | 10 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:38 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:40 | yes | 18 | 38 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:17 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:59 | yes | 6 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:14 | yes | 15 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:40 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:53 | yes | 23 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:12 | yes | 12 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:33 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:36 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:44 | yes | 9 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:44 | yes | 19 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:31 | yes | 14 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:35 | yes | 12 | 39 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:39 | yes | 4 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:04 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:28 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:21 | yes | 2 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:52 | yes | 22 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:28 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:27 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:08 | yes | 14 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:46 | yes | 21 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:03 | yes | 13 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:22 | yes | 15 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:05 | yes | 19 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:22 | yes | 10 | 13 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:25 | yes | 9 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:42 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:33 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:11 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:57 | yes | 18 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:33 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:26 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:58 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:01 | yes | 21 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:19 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:57 | yes | 15 | 66 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:25 | yes | 23 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:03 | yes | 23 | 117 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:25 | yes | 13 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:07 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:08 | yes | 20 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:49 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:13 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:32 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:48 | yes | 14 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:16 | yes | 12 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:50 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:09 | yes | 24 | 72 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:54 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | yes | 13 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:25 | yes | 19 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:08 | yes | 17 | 155 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:47 | yes | 5 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:12 | yes | 3 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:46 | yes | 13 | 45 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:04 | yes | 18 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:12 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:12 | yes | 20 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:22 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:58 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:40 | yes | 20 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:59 | yes | 21 | 56 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:16 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:38 | yes | 5 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:50 | yes | 23 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:10 | yes | 23 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:47 | yes | 22 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:03 | yes | 6 | 31 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:56 | yes | 23 | 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
Acquia read as Acquia DAM
Acquia (Widen Collective) read as Acquia DAM
Acquia (Widen DAM) read as Acquia DAM
Adobe read as Adobe Experience Manager Assets
Adobe Experience Manager read as Adobe Experience Manager Assets
OpenText read as OpenText Media Management
OpenText Digital Asset Management read as OpenText Media Management
Unresolved, counted raw
Apriso
Bynder Enterprise DAM
CELUM
FileHold
IBM FileNet/Ancept
Interwoven MediaBin
MediaBeacon
Northplains
OpenText Artesia
Piwigo
Portfolio DAM
Salesforce
Sitecore DAM
WoodWing Assets
Discontinued, still offered
No shut-down product was recommended here.