vs ChatGPT
vs Claude
vs Gemini
vs Perplexity
vs Grok
vs Poke
vs MartinVerified integrations
No integration evidence found in our corpus for this product yet — that means none was found, never that it doesn’t integrate.
By theme — the product's score on each story themeBy theme
Agenticness — how well agents can access and operate the productAgenticnessevidence →
How well agents can access and operate the product
Agents tasks — stories about agents tasks in this arenaAgents tasksevidence →
Stories about agents tasks in this arena
Apps devices — stories about apps devices in this arenaApps devicesevidence →
Stories about apps devices in this arena
Automation depth — how much of the product can run unattendedAutomation depthevidence →
How much of the product can run unattended
Connectors apps — stories about connectors apps in this arenaConnectors appsevidence →
Stories about connectors apps in this arena
Files analysis — stories about files analysis in this arenaFiles analysisevidence →
Stories about files analysis in this arena
Memory context — stories about memory context in this arenaMemory contextevidence →
Stories about memory context in this arena
Multimodal — stories about multimodal in this arenaMultimodalevidence →
Stories about multimodal in this arena
Openness — open source, data portability, and self-hosting storiesOpennessevidence →
Open source, data portability, and self-hosting stories
Privacy posture — data-handling and privacy storiesPrivacy postureevidence →
Data-handling and privacy stories
Research answers — stories about research answers in this arenaResearch answersevidence →
Stories about research answers in this arena
Trust controls — stories about trust controls in this arenaTrust controlsevidence →
Stories about trust controls in this arena
Story verdicts — every judged story with its evidenceStory verdicts
Follow the green: where the map greys out is where Muse stops today. ✓ full · ~ partial · ! disputed · — none · n/a not applicable.
Agenticness — how well agents can access and operate the productAgenticness
How well agents can access and operate the product
API surface
Drive the product through a documented public API
—–
Subscribe to events via webhooks
—–
Build against official SDKs
—–
Issue scoped/least-privilege API credentials for an agent
—–
Connect an agent via an official MCP server
n/an/a
Download a machine-readable API spec (OpenAPI or equivalent)
—–
Rely on versioned APIs with a documented deprecation policy
n/an/a
Test against a sandbox environment without touching production data
n/an/a
Explore an interactive API reference with runnable examples
n/an/a
Docs for agents
Point an agent at llms.txt or agent-oriented docs
n/an/a
Agentic features
Delegate tasks to a built-in AI assistant inside the product
✓8/10
unlocks → MCP client
Operate the product with natural-language commands
✓7/10
unlocks → Autonomous automations
Plug MCP servers into this product so it can use their tools
—0/10
Get AI-generated insights and suggestions from my data inside the product
~5/10
Set up automations that run autonomously in the background
!5/10
Agents tasks — stories about agents tasks in this arenaAgents tasks
Stories about agents tasks in this arena
Apps devices — stories about apps devices in this arenaApps devices
Stories about apps devices in this arena
Automation depth — how much of the product can run unattendedAutomation depth
How much of the product can run unattended
Connectors apps — stories about connectors apps in this arenaConnectors apps
Stories about connectors apps in this arena
Files analysis — stories about files analysis in this arenaFiles analysis
Stories about files analysis in this arena
Have the assistant write and run code on my data to produce charts, computed answers, and downloadable files
~4/10
Have the assistant create and iteratively edit documents, presentations, and other files I can export
—–
Upload documents, spreadsheets, and PDFs and get accurate analysis of their contents
—–
Memory context — stories about memory context in this arenaMemory context
Stories about memory context in this arena
Multimodal — stories about multimodal in this arenaMultimodal
Stories about multimodal in this arena
Openness — open source, data portability, and self-hosting storiesOpenness
Open source, data portability, and self-hosting stories
Privacy posture — data-handling and privacy storiesPrivacy posture
Data-handling and privacy stories
Research answers — stories about research answers in this arenaResearch answers
Stories about research answers in this arena
Trust controls — stories about trust controls in this arenaTrust controls
Stories about trust controls in this arena
Sorted by importance (agentic first) (high → low) · 52/52 stories · click a row’s chevron for the rationale and evidence
Delegate tasks to a built-in AI assistant inside the product G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | full | 8/10 | Cclaimed | |
Plug MCP servers into this product so it can use their tools G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | none | 0/10 | ||
Connect an agent via an official MCP server G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | n/a | untested | none yet | |
Drive the product through a documented public API G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 3 | none | untested | none yet | |
Operate the product with natural-language commands G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | full | 7/10 | Xcommunity | |
Get AI-generated insights and suggestions from my data inside the product G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | partial | 5/10 | Cclaimed | |
Set up automations that run autonomously in the background G Agentic features | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | disputed | 5/10 | Dcontradicted | |
Build against official SDKs G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Download a machine-readable API spec (OpenAPI or equivalent) G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Explore an interactive API reference with runnable examples G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | n/a | untested | none yet | |
Issue scoped/least-privilege API credentials for an agent G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Point an agent at llms.txt or agent-oriented docs G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | n/a | untested | none yet | |
Rely on versioned APIs with a documented deprecation policy G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | n/a | untested | none yet | |
Run the product headlessly / in CI for automation G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | n/a | untested | none yet | |
Subscribe to events via webhooks G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Use an official CLI G Agent access | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 2 | none | untested | none yet | |
Test against a sandbox environment without touching production data G Api quality | ai-native user | Agenticness — how well agents can access and operate the productAgenticness | 1 | n/a | untested | none yet | |
Connect my cloud drive, email, and calendar so the assistant can search and use them in answers C Connectors | knowledge-worker | Connectors apps — stories about connectors apps in this arenaConnectors apps | 3 | partial | 6/10 | Cclaimed | |
Delegate a multi-step task that the assistant works on autonomously in the background and returns for my review C Agent mode | power-user | Agents tasks — stories about agents tasks in this arenaAgents tasks | 3 | disputed | 6/10 | Dcontradicted | |
Have the assistant remember relevant context from previous chats and apply it in new conversations C Memory | power-user | Memory context — stories about memory context in this arenaMemory context | 3 | partial | 5/10 | Cclaimed | |
Have the assistant write and run code on my data to produce charts, computed answers, and downloadable files C Analysis | power-user | Files analysis — stories about files analysis in this arenaFiles analysis | 3 | partial | 4/10 | Xcommunity | |
Control whether my conversations are used to train models C Data controls | knowledge-worker | Trust controls — stories about trust controls in this arenaTrust controls | 3 | none | 0/10 | ||
Define rules that trigger actions automatically on events G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 3 | none | 0/10 | ||
Export all of my data in open formats and leave G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 3 | none | untested | none yet | |
Have the assistant operate a web browser on my behalf to research and complete tasks on websites C Agent mode | power-user | Agents tasks — stories about agents tasks in this arenaAgents tasks | 3 | none | untested | none yet | |
Launch a deep research run that autonomously searches many sources and returns a cited report C Research | knowledge-worker | Research answers — stories about research answers in this arenaResearch answers | 3 | none | untested | none yet | |
Prevent my data from being used to train AI models G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 3 | none | untested | none yet | |
Self-host the core product G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 3 | none | untested | none yet | |
Upload documents, spreadsheets, and PDFs and get accurate analysis of their contents C Files | knowledge-worker | Files analysis — stories about files analysis in this arenaFiles analysis | 3 | none | untested | none yet | |
Control data retention and deletion G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | partial | 6/10 | Cclaimed | |
Schedule recurring or one-off tasks that run automatically and come back to me with results C Tasks | power-user | Agents tasks — stories about agents tasks in this arenaAgents tasks | 2 | partial | 5/10 | Xcommunity | |
Let the assistant see and operate applications on my computer to complete work C Agent mode | power-user | Agents tasks — stories about agents tasks in this arenaAgents tasks | 2 | partial | 4/10 | Cclaimed | |
Organize related chats and files into a project or space that shares context and instructions C Projects | knowledge-worker | Memory context — stories about memory context in this arenaMemory context | 2 | partial | 4/10 | Cclaimed | |
Use full-featured official mobile apps for iOS and Android C Apps | knowledge-worker | Apps devices — stories about apps devices in this arenaApps devices | 2 | partial | 4/10 | Cclaimed | |
Browse a directory of third-party apps and connectors and add them to the assistant C Connectors | power-user | Connectors apps — stories about connectors apps in this arenaConnectors apps | 2 | partial | 3/10 | Cclaimed | |
Opt out of telemetry and usage tracking G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | 0/10 | ||
Build and share custom assistants with their own instructions and knowledge C Custom bots | power-user | Apps devices — stories about apps devices in this arenaApps devices | 2 | none | untested | none yet | |
Choose where my data is stored (region/residency) G | ai-native user | Privacy posture — data-handling and privacy storiesPrivacy posture | 2 | none | untested | none yet | |
Do everything through the API that I can do in the UI G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 2 | none | untested | none yet | |
Generate and edit images from natural-language prompts C Images | knowledge-worker | Multimodal — stories about multimodal in this arenaMultimodal | 2 | none | untested | none yet | |
Get answers grounded in current web results with citations back to the sources C Research | knowledge-worker | Research answers — stories about research answers in this arenaResearch answers | 2 | none | untested | none yet | |
Have a natural, real-time voice conversation with the assistant C Voice | knowledge-worker | Multimodal — stories about multimodal in this arenaMultimodal | 2 | none | untested | none yet | |
Have the assistant create and iteratively edit documents, presentations, and other files I can export G Artifacts | knowledge-worker | Files analysis — stories about files analysis in this arenaFiles analysis | 2 | none | untested | none yet | |
Manage members, permissions, and data policies for my organization's workspace C Admin | team-admin | Trust controls — stories about trust controls in this arenaTrust controls | 2 | n/a | untested | none yet | |
Perform bulk operations across many items at once G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 2 | none | untested | none yet | |
Read the product's source under an open license G | ai-native user | Openness — open source, data portability, and self-hosting storiesOpenness | 2 | none | untested | none yet | |
Schedule recurring jobs or workflows G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 2 | none | untested | none yet | |
Share screenshots and photos and have the assistant accurately interpret what is in them C Images | knowledge-worker | Multimodal — stories about multimodal in this arenaMultimodal | 2 | none | untested | none yet | |
Use an official desktop app with OS-level shortcuts and access to what is on my screen C Apps | power-user | Apps devices — stories about apps devices in this arenaApps devices | 2 | none | untested | none yet | |
Version, review, and roll back my automations G | ai-native user | Automation depth — how much of the product can run unattendedAutomation depth | 1 | partial | 4/10 | Cclaimed | |
Export my complete chat history and account data G Data controls | knowledge-worker | Trust controls — stories about trust controls in this arenaTrust controls | 1 | none | 0/10 | ||
Set persistent custom instructions and preferences that shape every response C Memory | power-user | Memory context — stories about memory context in this arenaMemory context | 1 | none | untested | none yet |
Opportunities — the stories that would move this product's scores, from its own judged verdictsOpportunitiestop 8 of 41 stories with headroom
What would move Muse’s scores — derived from its own judged verdicts, biggest headroom first. Each line quotes what the judge found missing; shipping it (or evidencing it publicly) is the fix.
Agenticness — how well agents can access and operate the productPlug MCP servers into this product so it can use their tools
nonemoves agent-readyimpact 45
No evidence Muse supports plugging in external MCP servers; it only describes its agent building its own tools internally, which is a different mechanism.
Agenticness — how well agents can access and operate the productDrive the product through a documented public API
nonemoves agent-readyimpact 45
No evidence of a documented public API for developers to programmatically drive Muse; all evidence describes end-user chat/app features and internal agent behavior, not an external API surface.
Automation depth — how much of the product can run unattendedDefine rules that trigger actions automatically on events
nonemoves PA Scoreimpact 30
Missing: any documentation of a rules/trigger engine, event-based automation configuration, or examples of users setting conditional actions.
Agents tasks — stories about agents tasks in this arenaHave the assistant operate a web browser on my behalf to research and complete tasks on websites
nonemoves PA Scoreimpact 30
Missing: any mention of browser control, web research execution, or site-task completion capability.
Research answers — stories about research answers in this arenaLaunch a deep research run that autonomously searches many sources and returns a cited report
nonemoves PA Scoreimpact 30
Missing: any mention of multi-source search, report generation, or citation output.
Files analysis — stories about files analysis in this arenaUpload documents, spreadsheets, and PDFs and get accurate analysis of their contents
nonemoves PA Scoreimpact 30
No evidence in the pack describes Muse handling document/spreadsheet/PDF uploads or analyzing their contents; the material focuses on agent features like avatars, goals, side chats, permissions, and tool-building, not file ingestion or analysis accuracy.
Openness — open source, data portability, and self-hosting storiesExport all of my data in open formats and leave
nonemoves PA Scoreimpact 30
There is no evidence of a data export feature or open-format data portability in Muse; the pack only mentions a 'Forget' privacy skill and audit trail, not export/download of user data.
Openness — open source, data portability, and self-hosting storiesSelf-host the core product
nonemoves PA Scoreimpact 30
No evidence anywhere in the pack indicates Muse can be self-hosted; it's described as a cloud/app-based agent product with no mention of open-source release or self-hosting options.
Showing the top 8 of 41 — every none/partial verdict in the story verdicts table is headroom.
Think a verdict is wrong? Every verdicts-table row has a Flag link — see the methodology.
Coverage map — which docs area, API section, or community source covers which judged storiesCoverage map6 surfaces · 15 covered stories
Where the cited evidence behind each covered verdict came from — the same citations the verdicts table shows, no extra judging.
introducing.muse.ai13 stories
- Get AI-generated insights and suggestions from my data inside the product
- Set up automations that run autonomously in the background
- Delegate tasks to a built-in AI assistant inside the product
- Operate the product with natural-language commands
- Delegate a multi-step task that the assistant works on autonomously in the background and returns for my review
- Let the assistant see and operate applications on my computer to complete work
- Schedule recurring or one-off tasks that run automatically and come back to me with results
- Version, review, and roll back my automations
- Connect my cloud drive, email, and calendar so the assistant can search and use them in answers
- Have the assistant write and run code on my data to produce charts, computed answers, and downloadable files
- Have the assistant remember relevant context from previous chats and apply it in new conversations
- Organize related chats and files into a project or space that shares context and instructions
- Control data retention and deletion
muse.ai7 stories
- Get AI-generated insights and suggestions from my data inside the product
- Set up automations that run autonomously in the background
- Delegate tasks to a built-in AI assistant inside the product
- Delegate a multi-step task that the assistant works on autonomously in the background and returns for my review
- Let the assistant see and operate applications on my computer to complete work
- Schedule recurring or one-off tasks that run automatically and come back to me with results
- Have the assistant write and run code on my data to produce charts, computed answers, and downloadable files
News docs6 stories
- Set up automations that run autonomously in the background
- Delegate tasks to a built-in AI assistant inside the product
- Delegate a multi-step task that the assistant works on autonomously in the background and returns for my review
- Schedule recurring or one-off tasks that run automatically and come back to me with results
- Version, review, and roll back my automations
- Control data retention and deletion
Hacker News5 stories
- Set up automations that run autonomously in the background
- Operate the product with natural-language commands
- Delegate a multi-step task that the assistant works on autonomously in the background and returns for my review
- Schedule recurring or one-off tasks that run automatically and come back to me with results
- Have the assistant write and run code on my data to produce charts, computed answers, and downloadable files
Us docs5 stories
- Get AI-generated insights and suggestions from my data inside the product
- Let the assistant see and operate applications on my computer to complete work
- Use full-featured official mobile apps for iOS and Android
- Browse a directory of third-party apps and connectors and add them to the assistant
- Connect my cloud drive, email, and calendar so the assistant can search and use them in answers
Claims vs evidence — vendor claims reconciled against independent verdictsClaims vs evidence
0 of 1 testable claims verified · 1 contradicted → integrity 0/100
5 distinct capability claims found in Muse’s own claimed-docs/GitHub materials, reconciled against our judge’s independent verdicts.
0
Verified
0
Unverified
1
Contradicted
13
Undersold
Contradicted (1)
“A Goals tab tracks the agent's ongoing tasks, which users can view or discuss directly in chat”
Delegate a multi-step task that the assistant works on autonomously in the background and returns for my reviewdisputedproof ↗
Undersold (13)
Get AI-generated insights and suggestions from my data inside the productpartialproof ↗
Delegate tasks to a built-in AI assistant inside the productfullproof ↗
Operate the product with natural-language commandsfullproof ↗
Let the assistant see and operate applications on my computer to complete workpartialproof ↗
Schedule recurring or one-off tasks that run automatically and come back to me with resultspartialproof ↗
Use full-featured official mobile apps for iOS and Androidpartialproof ↗
Browse a directory of third-party apps and connectors and add them to the assistantpartialproof ↗
Connect my cloud drive, email, and calendar so the assistant can search and use them in answerspartialproof ↗
Have the assistant write and run code on my data to produce charts, computed answers, and downloadable filespartialproof ↗
Have the assistant remember relevant context from previous chats and apply it in new conversationspartialproof ↗
Organize related chats and files into a project or space that shares context and instructionspartialproof ↗
Claims outside our story set (4)
Real capability claims found in Muse’s own materials, but no story in this arena’s taxonomy covers them yet — that’s feedback on the taxonomy, not a mark against the product.
“Agent has its own computer with file system and terminal, letting it write code and build custom tools a task needs”
source ↗“Users can create and customize a personalized avatar with a unique name and style for their agent”
source ↗“Side chats let users keep separate conversation context for specific topics or projects”
source ↗“Tapping the avatar shows a full activity log plus the permissions the user has approved for the agent”
source ↗
Business model
Free tier at launch (payment card required, with a usage meter); Power ($20/month) and Maximum ($100/month) flat subscriptions add more usage for handing off everyday tasks.
pricing ↗Score trend
How this product’s scores have moved as evidence and verdicts are re-derived — a point per change, not per day.
Flag
⚑ Flag a verdictThink a verdict is wrong? Opens a prefilled GitHub issue — or use the ⚑ next to any verdict above.
For agents