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, twelve models each.
Standing · first-choice share
33%
Contested · Aprimo 24%
33Bynder24Aprimo14MediaValet29others
33% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All ten head-to-head pages: the top five products, each against each
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 →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Bynder33%
Bynder33%02Aprimo24%
Aprimo24%03MediaValet14%
MediaValet14%04Adobe Experience Manager Assets10%
Adobe Experience Manager Assets10%05Canto6%
Canto6%06Acquia DAM4%
Acquia DAM4%07Orange Logic0%
Orange Logic0%08OpenText Media Management0%
OpenText Media Management0%09Cloudinary0%
Cloudinary0%10Brandfolder0%
Brandfolder0%11Frontify0%
Frontify0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
Bynder21%
11 of 53 labels negative · 8 of 12 models · 2 hard negative
“Why Avoid Per-Seat Models for Thousands of Users Platforms like Bynder, Brandfolder, Canto, and Frontify charge per user/seat” Kimi K2, budget prompt
Adobe Experience Manager Assets26%
13 of 50 labels negative · 7 of 12 models · 3 hard negative
“its licensing is multi-metric ... and quote-only — the least predictable for your stated priority” DeepSeek V4 Flash, budget prompt
Brandfolder36%
12 of 33 labels negative · 7 of 12 models · 3 hard negative
“Lacks enterprise-scale governance - Considered more mid-market focused despite Smartsheet's enterprise claims” Mistral Small, negative prompt
Frontify38%
8 of 21 labels negative · 6 of 12 models · 3 hard negative
“"not designed to handle enterprise levels of complexity," so it may be a poor fit for large global businesses” Perplexity Sonar, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 340 links across 116 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
13 answers · 13 citations · 3 models
vendor site · VNTANA12 answers · 17 citations · 3 models
vendor site · Canto12 answers · 13 citations · 4 models
vendor site · Aprimo11 answers · 17 citations · 4 models
10 answers · 12 citations · 3 models
vendor site · CELUM10 answers · 10 citations · 3 models
10 answers · 10 citations · 3 models
vendor site · MediaValet8 answers · 11 citations · 3 models
vendor site · Orange Logic7 answers · 14 citations · 3 models
vendor site · Bynder7 answers · 9 citations · 3 models
7 answers · 9 citations · 3 models
vendor site · Frontify7 answers · 8 citations · 2 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.
13 answers · 3 models
10 answers · 3 models
9 answers · 3 models
9 answers · 3 models
8 answers · 3 models
8 answers · 2 models
7 answers · 2 models
7 answers · 3 models
6 answers · 3 models
6 answers · 3 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 | 33% | 190 | 6,600 | 136 | 94,929 | 62 | 5 | |
| Aprimo aprimo.com | 24% | 232 | 2,400 | 35 | 6,007 | 24 | ||
| MediaValet mediavalet.com | 14% | 107 | 1,900 | 12 | 49,517 | 23 | ||
| Adobe parent site Adobe Experience Manager Assets 10% | 10% | 107 | 1,220,000 | 117,563 | ||||
| Canto canto.com | 6% | 138 | 22,200 | 11,609 | 81,784 | 65 | ||
| Acquia acquia.com Acquia DAM 4% | 4% | 65 | 3,600 | 216 | 72,942 company | $2,943 | 92 | 7 |
| VNTANA vntana.com | 2% | 3 | ||||||
| MassetUs | 2% | |||||||
| Air air.inc | 2% | 59 | 201,000 | 1,766,606 | 27,643 | $1,275 | 4 | |
| Filecamp filecamp.com | 2% | 83 | 590 | 0 | 11,252 | 17 |
Google's top ten for the two searches hold 12 sites; 4 of them are among the sites the models cited here (bynder.com, celum.com, 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 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 4.5no first choiceAcquia DAM, Aprimo, BynderChangedno first choiceMediaValetno first choicenothing named
Three alternatives
Brandfolder, Masset, MediaValetOne alternative
BrandfolderGPT-5.4 miniAdobe Experience Manager AssetsAdobe Experience Manager AssetsHeldno first choiceCantoagainst: Bynderno first choicenothing named
Two alternatives
Bynder, CantoTwo alternatives
Bynder, CantoOne alternative
BrandfolderGemini 3.5 FlashAdobe Experience Manager AssetsBynderChangedAdobe Experience Manager Assets, Aprimo, Bynder, Orange LogicMediaValetagainst: Adobe Experience Manager Assets, Brandfolder, Bynder, Canto, Frontifyno first choiceagainst: Adobe Experience Manager Assets, Air, Aprimo, Box, Brandfolder, Canto, Dash, Dropbox, Frontify, Google Drive, OneDrive, OpenText Media Management, SharePoint
Four alternatives
Aprimo, Bynder, OpenText DAM, Orange LogicThree alternatives
Adobe Experience Manager Assets, Aprimo, Orange LogicTwo alternatives
Cloudinary, OpenText Media ManagementTwo alternatives
Acquia DAM, AirPerplexity SonarBynderBynderHeldAprimo, BynderCantoagainst: Aprimono first choiceagainst: Adobe Experience Manager Assets, Box, Frontify, Google Drive, OneDrive
Four alternatives
Acquia DAM, Adobe Experience Manager Assets, Frontify, VNTANAOne alternative
AprimoFive alternatives
Acquia DAM, Adobe Experience Manager Assets, MediaValet, OpenText Media Management, Orange LogicTwo alternatives
Masset, OpenText Media ManagementGrok 4.20Aprimo, BynderAprimo, BynderHeldAprimo, BynderAcquia DAM, MediaValetagainst: Adobe Experience Manager Assets, Air, Brandfolder, Bynder, Canto, Dash, FilecampAprimoagainst: Acquia DAM, Adobe Experience Manager Assets, Brandfolder, CELUM, Canto, Dropbox hybrids, Filecamp, Fotoware, Frontify, MediaValet, Photoshelter, ResourceSpace, Sitecore Content Hub, Smartsheet, Wedia
Six alternatives
Acquia DAM, Adobe Experience Manager Assets, Brandfolder, Canto, Frontify, MediaValetOne alternative
Adobe Experience Manager AssetsEight alternatives
Acquia DAM, Adobe Experience Manager Assets, Brandfolder, Canto, Frontify, MediaValet, OpenText DAM, Orange LogicOne alternative
AprimoFive alternatives
Adobe Experience Manager Assets, Brandfolder, Bynder, MediaValet, VNTANAMistral SmallVNTANAAdobe Experience Manager Assets, Aprimo, CantoChangedAdobe Experience Manager Assets, BynderMediaValetno first choiceagainst: Acquia DAM, Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Canto, Frontify, Nuxeo
Four alternatives
Adobe Experience Manager Assets, Bynder, MassetUs, OpenText Media ManagementTwo alternatives
Bynder, MassetFour alternatives
Acquia DAM, Aprimo, OpenText Media Management, Orange LogicTwo alternatives
Adobe Experience Manager Assets, AprimoDeepSeek V4 FlashBynderagainst: Adobe Experience Manager AssetsAprimo, BynderChangedagainst: Adobe Experience Manager Assets, Orange LogicAprimoAiragainst: Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynder, Dash, Filecamp, Razuna, Stockpress EssentialAdobe Experience Manager Assets, Aprimo, Bynderagainst: Acquia DAM, Adobe Experience Manager Assets, Aprimo, Bynder, Cloudinary DAM, OpenText Media Management, SharePoint, Sitecore Content Hub
Two alternatives
Aprimo, MassetSix alternatives
Adobe Experience Manager Assets, Bynder, Cloudinary, OpenText Media Management, Orange Logic, StoryteqTwo alternatives
Canto, MediaValetTwo alternatives
OpenText Media Management, Orange LogicLlama 4 Maverickno first choiceMassetUsChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Adobe Experience Manager Assets, Aprimo, FrontifyQwen 3.7 FlashBynderAprimo, BynderChangedagainst: Adobe Experience Manager AssetsAdobe Experience Manager AssetsMediaValetagainst: Brandfolder, Bynder, Frontifyno first choiceagainst: Adobe Experience Manager Assets, Brandfolder, Bynder, Cloudinary, Frontify
Four alternatives
Adobe Experience Manager Assets, Brandfolder, Canto, PimcoreThree alternatives
Cloudinary, Highspot, MassetUsFour alternatives
Bynder, Cloudinary, OpenText Media Management, Widen CollectiveOne alternative
AprimoKimi K2Bynderagainst: BrandfolderAprimo, BynderChangedBynderMediaValetagainst: Brandfolder, Bynder, Canto, Frontifyno first choiceagainst: Acquia DAM, Brandfolder, Bynder, Canto, Canto Cumulus, Extensis Portfolio, MediaValet, Tenovos
Four alternatives
Acquia DAM, Aprimo, Canto, MediaValetTwo alternatives
Adobe Experience Manager Assets, OpenText DAMSeven alternatives
Acquia DAM, Adobe Experience Manager Assets, Aprimo, Cloudinary, MediaValet, OpenText Media Management, Orange LogicTwo alternatives
Acquia DAM, AprimoSix alternatives
Adobe Experience Manager Assets, Air, Aprimo, Brandfolder, Bynder, MediaValetGLM 4.7 FlashXBynderAprimoChangedno first choiceFilecampagainst: Adobe Experience Manager Assets, Aprimo, Brandfolder, Bynderno first choicenothing named
Two alternatives
Aprimo, FrontifyThree alternatives
Acquia DAM, Adobe Experience Manager Assets, BynderSix alternatives
Acquia DAM, Aprimo, Bynder, Cloudinary, Frontify, MediaValetTwo alternatives
Brandkit, MediaValetMiniMax M2.5Aprimo, BynderAprimo, BynderHeldAprimo, BynderMediaValetagainst: Filecampno first choicenothing named
Two alternatives
MediaValet, VNTANAThree alternatives
Adobe Experience Manager Assets, Frontify, MassetThree alternatives
Adobe Experience Manager Assets, Canto, OpenText DAMThree alternatives
Acquia DAM, Aprimo, BynderFour alternatives
Aprimo, MediaValet, Orange Logic, 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.
Seventy-two 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 | 2026-09-15 01:39 | yes | 7 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:27 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:49 | yes | 19 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 00:14 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:22 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:49 | yes | 0 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:16 | yes | 0 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:18 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:32 | no | 0 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:14 | yes | 0 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:07 | yes | 0 | 47 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:57 | yes | 0 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:25 | yes | 14 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:33 | yes | 6 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:54 | yes | 28 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:57 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:36 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:58 | yes | 0 | 11 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:43 | yes | 0 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:17 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:04 | yes | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:00 | yes | 0 | 44 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:14 | yes | 0 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:58 | yes | 0 | 14 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:12 | yes | 12 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:03 | yes | 8 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:13 | yes | 19 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:50 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:27 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:40 | yes | 0 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:50 | yes | 0 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:44 | yes | 0 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:02 | no | 0 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 22:56 | yes | 0 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:52 | yes | 0 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:09 | yes | 0 | 19 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:30 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:59 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:01 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 03:33 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:14 | yes | 0 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:26 | yes | 0 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-14 23:46 | yes | 0 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:10 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:20 | yes | 0 | 64 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:21 | yes | 0 | 59 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:03 | yes | 0 | 47 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:47 | yes | 0 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:28 | yes | 17 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:04 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:04 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:38 | yes | 19 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:23 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:10 | yes | 0 | 14 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:37 | yes | 0 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:35 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:36 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:43 | yes | 0 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:13 | yes | 0 | 89 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:44 | yes | 0 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:18 | yes | 19 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:25 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:29 | yes | 26 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:23 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:48 | yes | 0 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:22 | yes | 0 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:58 | yes | 0 | 61 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:03 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:36 | yes | 0 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:10 | yes | 0 | 87 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:33 | yes | 0 | 17 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:40 | yes | 0 | 17 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Adobe read as Adobe Experience Manager Assets
Adobe AEM read as Adobe Experience Manager Assets
Adobe Experience Manager (AEM) read as Adobe Experience Manager Assets
OpenText read as OpenText Media Management
OpenText (formerly Symphony / ImageVault) read as OpenText Media Management
OpenText Digital Asset Management read as OpenText Media Management
Unresolved, counted raw
Bytemark/Helix
Cloudinary DAM
Dropbox hybrids
Fotoware
Orange Logic Cortex
Piwigo
Discontinued, still offered
No shut-down product was recommended here.