Marketing resource management for enterprise buyers
Asked as “marketing resource management platform”, and as “marketing planning, budgeting and calendar tool”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
36%
Contested · Uptempo 20%
36Aprimo20Uptempo18Adobe Workfront26others
36% 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 fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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 head
All twenty-eight head-to-head pages: the top eight products, each against each
Wrike for Marketing vs UptempoWrike for Marketing vs AsanaWrike for Marketing vs SmartsheetWrike for Marketing vs ScreendragonClickUp vs monday.com Work ManagementClickUp vs Teamwork.comClickUp vs UptempoClickUp vs AsanaClickUp vs SmartsheetClickUp vs Screendragonmonday.com Work Management vs Teamwork.commonday.com Work Management vs Uptempomonday.com Work Management vs Asanamonday.com Work Management vs Smartsheetmonday.com Work Management vs ScreendragonTeamwork.com vs UptempoTeamwork.com vs AsanaTeamwork.com vs SmartsheetTeamwork.com vs ScreendragonUptempo vs AsanaUptempo vs SmartsheetUptempo vs ScreendragonAsana vs SmartsheetAsana vs ScreendragonSmartsheet vs Screendragon
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
04O05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Aprimo36%
Aprimo36%02Uptempo20%
Uptempo20%03Adobe Workfront18%
Adobe Workfront18%04Screendragon2%
Screendragon2%05Opal2%
06Wrike for Marketing2%
Wrike for Marketing2%07monday.com Work Management2%
monday.com Work Management2%08Smartsheet0%
Smartsheet0%09Asana0%
Asana0%10Bynder0%
Bynder0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Aprimo21%
13 of 63 labels negative · 11 of 14 models · 4 hard negative
“Aprimo — High Risk of Scope Creep and Implementation Failure ... Best avoided by: Enterprises that don't have a dedicated internal IT/project management team” DeepSeek V4 Flash, negative prompt
Wrike for Marketing38%
19 of 50 labels negative · 11 of 14 models · 4 hard negative
“Wrike (Specifically for MRM Use) — Ownership Churn and Roadmap Instability ... Best avoided by: Large enterprises seeking a single, dedicated MRM platform” DeepSeek V4 Flash, negative prompt
Adobe Workfront29%
15 of 51 labels negative · 11 of 14 models · 3 hard negative
“Adobe Workfront — Expensive Vendor Lock-In and Opaque Pricing ... Best avoided by: Enterprises not already committed to the Adobe ecosystem.” DeepSeek V4 Flash, negative prompt
monday.com Work Management37%
10 of 27 labels negative · 7 of 14 models · 4 hard negative
“Generic project-management tools** such as Asana, monday.com, Trello, Smartsheet, and similar tools if they are being proposed as a full MRM replacement” Perplexity Sonar, negative 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
80 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. 1183 links across 258 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.
41 answers · 67 citations · 14 models
vendor site · Teamwork.com40 answers · 40 citations · 12 models
vendor site · Guideflow39 answers · 39 citations · 11 models
36 answers · 37 citations · 13 models
35 answers · 50 citations · 11 models
34 answers · 34 citations · 11 models
32 answers · 41 citations · 11 models
vendor site · Uptempo25 answers · 40 citations · 10 models
23 answers · 26 citations · 11 models
22 answers · 24 citations · 9 models
vendor site · Monday.com21 answers · 32 citations · 11 models
vendor site · Aprimo20 answers · 30 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.
37 answers · 12 models
34 answers · 11 models
31 answers · 11 models
31 answers · 12 models
30 answers · 11 models
27 answers · 11 models
22 answers · 8 models
20 answers · 9 models
20 answers · 8 models
16 answers · 10 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 marketing resource management platform”, “marketing resource management platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Aprimo aprimo.com | 36% | 205 | 2,400 | 35 | 6,007 | 24 | 1 | |
| Uptempo uptempo.io | 20% | 48 | 9,900 | 2,872 | 5,750 | |||
| Adobe parent site Adobe Workfront 18%, Adobe Marketo Engage 2% | 20% | 299 | 1,220,000 | 117,563 | ||||
| Marmind marmind.com | 4% | 17 | 9 | |||||
| MediaValet mediavalet.com | 4% | 78 | 1,900 | 12 | 49,517 | 23 | ||
| Screendragon screendragon.com | 2% | 40 | 390 | 3 | 2,722 | 39 | ||
| Opal | 2% | 201,000 | 49,751 | |||||
| Wrike for Marketing wrike.com | 2% | 130 | 20 | 0 | 703,499 | $21,691 | 50 | |
| Workfront | 2% | |||||||
| Filecamp filecamp.com | 2% | 72 | 590 | 0 | 11,252 | 17 |
Google's top ten for the two searches hold 18 sites; 4 of them are among the sites the models cited here (aprimo.com, g2.com, monday.com, thecmo.com). The first result for “best marketing resource management platform” is growthmethod.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 marketing resource management platform for an enterprise B2B company?”Paraphrase“Which marketing planning, budgeting and calendar tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade marketing resource management platforms and how do they differ?”Budget-constrained“What is the best marketing resource management platform 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 marketing resource management platform. What should we look at?”Negative“Which marketing resource management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5AprimoUptempoChangedAdobe WorkfrontFilecampagainst: Adobe Workfrontno first choiceagainst: Adobe Experience Cloud, Aprimo, HubSpot Marketing Hub, Oracle, Wrike for Marketing
Three alternatives
6sense, Adobe Marketo Engage, Salesforce Marketing CloudThree alternatives
Aprimo, Planful for Marketing, Wrike for MarketingTwo alternatives
Marmind, UptempoGPT-5.4 miniAdobe WorkfrontAdobe Workfront Planning + WorkfrontChangedagainst: Smartsheet, Wrike for MarketingAdobe Workfront, Aprimoagainst: CeltraAdobe Workfrontno first choiceagainst: Aprimo, Infor Marketing Resource Management
One alternative
AprimoThree alternatives
Brandfolder, Bynder, WidenTwo alternatives
Asana, SmartsheetGemini 3.5 FlashUptempoUptempoHeldagainst: Asana, TrelloAprimo, UptempoMediaValetagainst: Adobe Workfront, Aprimo, Wrike for Marketing, monday.com Work ManagementAdobe Workfrontagainst: Smartsheet, Wrike for Marketingagainst: Adobe Workfront, Aprimo, Asana, ClickUp, SAS, Trello, Uptempo, monday.com Work Management
Four alternatives
Adobe Workfront, Aprimo, Atlassian, Wrike for MarketingThree alternatives
Adobe Workfront, Aprimo, Optimizely OneThree alternatives
Adobe Workfront, Atlassian, monday.com Work ManagementThree alternatives
Filecamp, ProofHub, ScreendragonThree alternatives
Aprimo, Screendragon, UptempoPerplexity SonarAprimoAdobe Marketo EngageChangedagainst: HubSpot Marketing Hubno first choiceAprimono first choiceagainst: Adobe Marketo Engage, Asana, HubSpot Marketing Hub, Oracle Eloqua, Salesforce Marketing Cloud, Scoro, Smartsheet, Teamwork.com, Trello, monday.com Work Management
Three alternatives
MarcomCentral, Opal, Salesforce Marketing CloudTwo alternatives
Salesforce Marketing Cloud, Wrike for MarketingGrok 4.1 FastAprimoAdobe WorkfrontChangedAdobe WorkfrontMediaValetagainst: Bynder, Widen, Wrike for Marketing, monday.com Work Managementno first choiceagainst: Wrike for Marketingagainst: Adobe Workfront, Aprimo, Percolate, SAS, Workamajig, Wrike for Marketing
Two alternatives
Adobe Workfront, AsanaFive alternatives
Asana, Marmind, Smartsheet, Uptempo, Wrike for MarketingFour alternatives
Aprimo, Asana, Opal, SmartsheetThree alternatives
Adobe Workfront, Aprimo, CantoMistral SmallAprimo, ScreendragonUptempoChangedno first choiceAdobe Workfront, Aprimoagainst: Asana, Wrike for Marketingno first choiceagainst: Adobe Workfront, Aprimo, Workamajig, Wrike for Marketing
Three alternatives
IntelligenceBank, Wrike for Marketing, monday.com Work ManagementOne alternative
Wrike for MarketingDeepSeek V4 FlashAdobe Workfront, AprimoUptempoChangedagainst: HubSpot Marketing HubAprimoAprimoagainst: Adobe Workfront, Bynder, Wrike for Marketingno first choiceagainst: Adobe Workfront, Aprimo, Infor, Oracle Marketing, SAP, Wrike for Marketing
Three alternatives
Allocadia, BrandMaker, Wrike for MarketingOne alternative
Wrike for MarketingFour alternatives
Adobe Workfront, Bynder, Opal, Wrike for MarketingLlama 4 MaverickOpalno first choiceChangedno first choiceAprimono first choiceagainst: Wrike for Marketing
One alternative
AprimoQwen 3.7 FlashAdobe WorkfrontAdobe Workfront, Wrike for MarketingChangedAdobe WorkfrontWorkfrontno first choiceagainst: Adobe Workfront, Aprimo, Asana, Smartsheet, Workamajig, Wrike for Marketing, monday.com Work Management
Three alternatives
Aprimo, Screendragon, monday.com Work ManagementOne alternative
AnnumFive alternatives
Aprimo, Bynder, Lytho, Opal, Wrike for MarketingThree alternatives
Brandfolder, Bynder, Wrike for MarketingKimi K2Uptempoagainst: Asana, Wrike for MarketingUptempoHeldAdobe Workfrontagainst: Brandfolder, Bynder, Wrike for MarketingAprimoagainst: Adobe Workfront, Bynder, ClickUp, Wrike for Marketing, monday.com Work ManagementAdobe Workfrontagainst: Smartsheet, monday.com Work Managementagainst: Adobe Workfront, Aprimo, Asana, Trello, Wrike for Marketing, monday.com Work Management
Two alternatives
Adobe Workfront, AprimoThree alternatives
Adobe Workfront, Aprimo, Hive9Four alternatives
Aprimo, BrandMaker, Marmind, SAS Customer Intelligence 360One alternative
UptempoTwo alternatives
Aprimo, Wrike for MarketingGLM 4.7 FlashXAprimomonday.com Work ManagementChangedAdobe WorkfrontTeamwork.comagainst: Adobe Workfront, Aprimo, Bynder, MediaValetno first choiceagainst: Airtable, Aprimo, Asana, Brandfolder, Bynder, FunctionFox, Resource Guru, Screendragon, Wrike for Marketing, monday.com Work Management
Three alternatives
Lytho, Screendragon, WorkfrontThree alternatives
Planful, Smartsheet, Wrike for MarketingFour alternatives
Aprimo, Proof GTM Manager, Screendragon, Wrike for MarketingThree alternatives
ClickUp, Wrike for Marketing, monday.com Work ManagementMiniMax M2.5AprimoAprimo, UptempoChangedAdobe WorkfrontMarmindagainst: Asana, Wrike for Marketing, monday.com Work ManagementAprimoagainst: Adobe Workfront
Two alternatives
Opal, Wrike for MarketingOne alternative
Wrike for MarketingFour alternatives
Aprimo, Opal, Wrike for Marketing, monday.com Work ManagementThree alternatives
Adobe Workfront, Aprimo, MediaValetThree alternatives
Simple Admation, Uptempo, monday.com Work ManagementGPT-6 LunaAprimoUptempoChangedAdobe Workfront, Aprimo, UptempoAprimoagainst: Adobe Workfront, Kadanzano first choiceagainst: Bynderagainst: Adobe Workfront, Aprimo, Uptempo
One alternative
Adobe WorkfrontTwo alternatives
Adobe Workfront, PlanfulTwo alternatives
IntelligenceBank, Wrike for MarketingOne alternative
PPM Express EnterpriseMuse Glimmer 30BAprimoagainst: Brandfolder, BynderUptempoChangedAprimoMarmindAprimoagainst: Adobe Workfront, Aprimo, Bynder MRM, Lytho, SproutLoud, Teamwork.com, Workamajig
Five alternatives
Acquia DAM, BrandMaker, Screendragon, Uptempo, Widen CollectiveOne alternative
Adobe Workfront PlanningSix alternatives
Adobe Workfront, Asana, Brandfolder, Bynder, Wrike for Marketing, monday.com Work ManagementThree alternatives
Adobe Workfront, Aprimo, MediaValetOne alternative
Adobe WorkfrontBold 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 | 2026-10-04 22:29 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:37 | yes | 2 | 3 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:33 | yes | 17 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:09 | yes | 15 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:19 | yes | 21 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:45 | yes | 14 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:59 | yes | 23 | 43 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:36 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:33 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | yes | 20 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:57 | yes | 22 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:11 | yes | 17 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:54 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:14 | yes | 15 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:55 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:12 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:31 | yes | 11 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:18 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:16 | yes | 25 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:14 | yes | 14 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:40 | yes | 20 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:50 | yes | 22 | 62 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:46 | yes | 23 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:46 | yes | 21 | 60 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:26 | yes | 14 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:24 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:44 | yes | 25 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:19 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:14 | yes | 7 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:36 | yes | 18 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:18 | yes | 17 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:37 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:50 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:38 | yes | 23 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:28 | yes | 9 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 24 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:24 | yes | 20 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:25 | yes | 20 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:28 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 22 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:07 | yes | 13 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:46 | yes | 1 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:21 | yes | 19 | 39 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:43 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:35 | yes | 17 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:48 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:19 | yes | 22 | 50 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:35 | yes | 9 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:56 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:29 | yes | 24 | 92 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:32 | yes | 18 | 78 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:26 | yes | 16 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:22 | yes | 4 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:26 | yes | 16 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:14 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:30 | yes | 7 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:49 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:20 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:18 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:40 | yes | 24 | 56 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:54 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:05 | no | 0 | 19 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:59 | yes | 22 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:45 | yes | 13 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:17 | yes | 10 | 46 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:48 | yes | 5 | 31 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:57 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:12 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:19 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:12 | yes | 24 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:23 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:53 | yes | 19 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:18 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:43 | yes | 24 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:34 | yes | 7 | 11 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:23 | yes | 25 | 55 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:23 | yes | 20 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:13 | yes | 23 | 83 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:15 | yes | 19 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:43 | yes | 4 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:42 | yes | 19 | 37 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
HubSpot read as HubSpot Marketing Hub
Monday.com read as monday.com Work Management
Monday.com (Work Operating System) read as monday.com Work Management
Monday.com (monday Work Management) read as monday.com Work Management
Wrike read as Wrike for Marketing
Wrike (Cloud Software Group) read as Wrike for Marketing
Wrike (Pinnacle/Enterprise Plan) read as Wrike for Marketing
Wrike (for Marketing) read as Wrike for Marketing
monday.com read as monday.com Work Management
Unresolved, counted raw
AEM Assets
Acquia
Acquia Widen Collective
Adobe Workfront Planning
Adobe Workfront Planning + Workfront
Atlassian (Jira / Confluence / Loom)
Atlassian (Jira, Confluence, Rovo)
Bynder MRM
FunctionFox
Hive9
Lytho Workflow (formerly inMotionNow)
Oracle
Oracle Marketing
PPM Express Enterprise
Proof GTM Manager
SAP
Simple Admation
Discontinued, still offered
No shut-down product was recommended here.