Featured guide · Editorial, not sponsored
Muse vs Dots vs Grok Bot, plus Alexa+, Claude Duet, Comet, Copilot Cowork, Gemini and more
Thirteen personal AI assistants that take actions for you, compared on price, free options, approvals, unused credits, regions and platforms. Every fact links to the vendor's own page, all checked Oct 22 to Nov 3, 2026.
Quick answer
- Alexa+, Comet, Muse, Claude, Manus and ChatGPT Work have a free way in; Gemini tasks need Google AI Pro ($19.99/mo), Dots needs ChatGPT Pro (from $100/mo) and Grok Bot starts at $30/mo.
- Big platforms now ship their own agents: Alexa+ is free with Prime in the US and has launched in more than 10 other countries, Copilot Cowork is in preview for Microsoft 365 Premium and Pro subscribers, and Claude Duet is a US waitlist preview for Claude Pro, Max and Ultra.
- The real differences are in the fine print: whether unused credits roll over, regional limits, and which actions wait for your approval.
Head to head: Muse vs Grok Bot, Muse vs Dots, ChatGPT Work vs Claude.
The assistants at a glance

Alexa+
Amazon
Free with Prime; $19.99/mo without[41]
Free text chatUS + 10 countriesBest for Household errands by voice

ChatGPT Work
OpenAI
Free in the desktop app; web and mobile from Plus at $20/mo[16]
Free optionBest for Finished reports, decks and sheets
Claude
Anthropic
Free plan; Pro $20/mo monthly[20]
Free optionBest for Documents and files, approvals on
Claude Duet
Anthropic
Part of Claude Pro, Max or Ultra, by waitlist[25]
Paid plan neededPreview · USBest for Proactive morning briefs
Comet
Perplexity
Free; Pro $17/mo billed annually[28]
Free optionBest for An assistant inside your browser

Copilot Cowork
Microsoft
Needs Microsoft 365 Premium, $19.99/mo, or Pro, $99.99/mo[35][34][36]
Paid plan neededPreviewBest for Microsoft 365 email, files and Office

Dots
OpenAI
ChatGPT Pro from $100/mo[9]
Paid plan neededNot EEA, CH, UKBest for Always on agents in ChatGPT and Slack

Gemini
Google
Tasks need Google AI Pro, $19.99/mo[37][39]
Free Gemini; tasks paidNot EEA, CH, UK, NGBest for Background tasks across 40+ apps

Grok Bot
xAI
Premium $30/mo[12]
Paid plan neededBest for Several agents inside web tools

Lindy
Lindy
$50 trial credits; Team from $29.99 or $49.99 per user/mo, depending on which price list Lindy shows you[49]
7 day trialBest for Team assistant in Slack and email
Manus
Manus
300 free credits a day; paid from $20/mo[44]
Free optionBest for Long tasks on a free daily allowance
Motion
Motion
Free trial; Pro AI $49/mo monthly[50]
Free trialBest for Planning your week
Muse
Meta
Free with a usage limit; Power $20/mo[5]
Free optionNorth America, Japan, SingaporeBest for Trying a personal agent for free
The short answer
- Try one for free: Muse is free with a usage limit[5] and offered in North America, Japan and Singapore[3][4]. Manus gives 300 free credits a day[45], Claude has a Free plan[20], ChatGPT Work is free in the desktop app[16], and Comet is a free browser with an assistant built in[27].
- You have Amazon Prime: Alexa+ is included in the US and can order takeout, book tables and rides[41]. Amazon lists it in 10 more countries, most through Early Access, plus Early Access in India and Japan[42].
- You pay for Google AI Pro or Ultra: Gemini tasks keep working in the background[38], outside the EEA, Nigeria, Switzerland and the UK[37].
- You pay for Microsoft 365 Premium or Pro: Copilot Cowork is in preview for you; Personal and Family plans lose access[35].
- You pay for Claude in the US: join the Claude Duet waitlist for an assistant that checks in with you[25].
- You already pay for ChatGPT Pro: your first dot is included[8], and ChatGPT Work is too[17].
- You want several agents sharing one workspace: Grok Bot Bots can use a persistent cloud computer, connected tools, websites and files[14], from $30/mo[12].
- A team assistant with a hard spending stop: Lindy[49]. Planning your week: Motion[51].
What users complain about (opinion): allowances that run out fast come up for ChatGPT Work, Grok Bot and Manus, repeated approval prompts for Dots, and CAPTCHAs or logins that stop tasks for Grok Bot and Muse. See community sentiment.
Monthly price, entry to top plan
Personal plans in US dollars, month to month unless marked, before tax. The scale is logarithmic so $8 and $1,000 fit on one line. Free options are shown on the cards above.
Open ended bars (Claude, Claude Duet) mean the vendor lists the top plan as "from" that price. Copilot Cowork needs Microsoft 365 Premium or Pro; Microsoft says Personal and Family subscribers lose access to Cowork[35].
Feature matrix
What each vendor's own pages say. A dash means the pages we checked do not say, not that the feature is missing.
- Yes
- Partly
- No
- Not stated
| Assistant | Free option | Own cloud computer | Asks before sensitive actions | Unused credits roll over | Region limits | Mobile app | Slack | Uses your own computer or browser |
|---|---|---|---|---|---|---|---|---|
| Yes[41]Free chat; full Alexa+ with Prime | Not stated | Not stated | Not stated | US and 10 more countries, most in Early Access; India and Japan Early Access[42] | Yes[41]Alexa app | Not stated | Not stated | |
| Yes[17]Desktop app | Not stated | Partly[16]Plan mode | Not stated | None stated | Partly[16]Plus and up | Not stated | Not stated | |
| Yes[20] | Partly[23]Runs longer tasks in the cloud | Partly[23]Manual mode asks first; Auto is the default | Not stated | None stated | Yes[20] | Yes[23]Connector | Partly[23]Beta, Pro, Max and Ultra | |
| No[25]Pro, Max or Ultra | Yes[25] | Yes[25] | Not statedShares Claude limits | US[25] | Yes[25] | Not stated | Not stated | |
| Yes[27] | Not stated | Partly[31]Asks before connecting services | Not stated | None stated | Yes[27] | Not stated | Yes[27]It is a browser | |
| No[35]Premium or Pro | Not stated | Yes[32] | Not stated | None stated | Yes[32] | Not stated | Not stated | |
| No[9] | Yes[8] | Yes[8]Per action rules | Not stated | Not EEA, CH, UK[8] | Yes[8] | Yes[7] | Partly[8]Optional, off by default | |
| Partly[37]Tasks need Pro or Ultra | Partly[37]Remote browser | Yes[40]Confirm or take over | Not stated | Not EEA, CH, UK, Nigeria[37] | Yes[37] | Not stated | Yes[37]Local browser, Mac | |
| No[12] | Yes[14]Shared by your Bots | Yes[15]Auto Review | Not stated | None stated | Yes[14] | Not stated | Partly[15]Ask every time | |
| Partly[49]7 day trial | Not stated | Yes[49] | Partly[49]Top-ups only | None stated | Not stated | Yes[49] | Not stated | |
| Yes[45]Daily credits | Not stated | Not stated | No[46] | None stated | Yes[44] | Yes[44] | Not stated | |
| Partly[50]Free trial | Not stated | Not stated | No[51] | None stated | Yes[50] | Not stated | Not stated | |
| Yes[5] | Yes[2]Muse Secure VM | Yes[1] | Partly[6]Bought tokens only | North America, Japan, Singapore[3][4] | Yes[1] | Not stated | Not stated |
Pick by job
Starting points tied to a use case, not a ranking.
Errands
Alexa+ can order takeout, make reservations and book rides[41]. Gemini tasks work with apps like Instacart and OpenTable[38]. Muse covers email, calendar and shopping, and asks before purchases[1].
Documents
ChatGPT WorkClaude
Claude Duet
Copilot CoworkManus
ChatGPT Work turns your tools and files into documents, presentations and analyses[16]; Claude can work with local files while Claude Desktop is open[23]; Claude Duet lists dashboards and forecasts[24]; Copilot Cowork creates Word, Excel, PowerPoint and PDF files[35]; Manus lists AI slides[44].
Coding and web tools
ChatGPT WorkClaude Duet
Dots
Grok BotManus
ChatGPT Work builds Sites, such as web apps and prototypes[16]; Claude Duet lists prototyping and web apps[24]; a dot can start Codex tasks[7]; Grok Bots can use a persistent cloud computer, connected tools, websites and files[14]; Manus builds websites[44].
Team
ChatGPT Work runs team tasks[16], dots work in Slack and Teams[7], and Lindy works in Slack and email with a spending stop[49].
Calendar
Alexa+Claude Duet
Copilot Cowork
LindyMotion
Muse
Alexa+ coordinates family calendars[41]; Claude Duet schedules meetings[24]; Copilot Cowork manages your calendar[35]; Lindy handles meeting scheduling[49]; all Motion plans include calendar scheduling[51]; Muse covers calendar management[1].
In your browser
ChatGPT WorkClaude
Comet
Gemini
Grok BotChatGPT Work has a built in browser in the desktop app[16]; Claude can use your browser with Claude Desktop open[23]; Comet is a browser[27]; Gemini can auto browse in Chrome[40]; Grok Bots can use websites[14].
Free to try
Alexa+
ChatGPT WorkClaude
Comet
Manus
Muse
Alexa+ has free text chat[43], ChatGPT Work is free in the desktop app[16], Claude has a Free plan[20], Comet is free[27], Manus gives 300 credits a day[45] and Muse is free with a usage limit[5].
It comes to you
Duet briefs you each morning and checks your connected accounts every few hours[24]. US waitlist for Claude Pro, Max and Ultra[25].
The fine print people miss
Credits
Most allowances do not roll over
Manus monthly credits reset with no rollover[46] and go to zero if you cancel[47]. Motion AI credits reset each cycle[51]. Lindy keeps only top-up credits[49]. Muse weekly usage does not roll over, though bought tokens never expire[6].
Shared limits
One pool, many products
Grok Bot shares a weekly pool with Grok and Cursor[13]. ChatGPT Work shares an allowance with Codex[17]. Claude Duet shares your Claude plan's limits, and its background checks count too[25].
Region
Check where it is offered
Gemini tasks are not offered in the EEA, Nigeria, Switzerland or the UK[37]; Dots on Pro is not in the EEA, Switzerland or the UK[8]. Claude Duet[25] and Gemini in Chrome auto browse[40] are US only, and Muse launched in North America in September, in Japan on Oct 23, 2026[3] and in Singapore on Oct 27, 2026[4]. Amazon lists Alexa+ in the US and 10 more countries, most of them through an Early Access program, and Early Access in India and, since Oct 29, 2026, Japan[42].
Responsibility
You own what the agent does
Google says you are responsible for Gemini's actions in Chrome, including mistakes like purchases[40]. Microsoft says you are responsible for actions Copilot takes on your behalf[32].
Preview
Previews and experiments
Claude Duet is a research preview on a waitlist[25], Copilot Cowork for personal accounts is in Preview[32], and Google calls tasks experimental[37].
Deleting
Disconnecting is not deleting
Disconnecting an app does not delete what your dot learned; you reset the dot for that[8]. Deleting a Grok Bot can leave files and logins on the shared computer[14], and xAI says separate Bots are not a security boundary[15].
Seats
Seats and trials bill quietly
Lindy bills every active user, including people who only @mention it in Slack[49]. Motion sells seats in bundles[51] and its trials bill unless you cancel[52]. Manus does not refund a charged trial[47].
Plans
Who gets the AI on family plans
On Microsoft 365 Premium and Pro, the AI features are for the subscription owner only[34][36], and Cowork is not included with Personal or Family[35]. Alexa+ on Echo needs Prime or the Standard plan[43].
Plans, metering and platforms
| Assistant | Cheapest way in | How usage is metered | Where you use it |
|---|---|---|---|
| Alexa+ | Free text chat with limited daily usage; included with Prime; Standard $19.99/mo[43] | Free tier has limited daily usage[43] | Alexa-enabled devices, Alexa.com and the Alexa app[41]; available in the US and 10 more countries, most through Early Access, plus Early Access in India and Japan[42] |
| ChatGPT Work | Free plan, desktop app only; web and mobile from Plus at $20/mo[16][17] | Shared allowance with Codex; five-hour and weekly windows on Plus and Business Standard[17] | macOS and Windows desktop apps on all plans; web and mobile on Plus, Pro, Business, Enterprise and Edu[16] |
| Claude | Free plan; Pro $17/mo billed annually or $20 monthly[20] | Plan usage limits; Max gives 5x Pro usage, and Ultra 10x Pro weekly usage with no 5-hour limit for verified accounts[20][22] | Claude apps and claude.ai; local files, browser and computer use need Claude Desktop open[23] |
| Claude Duet | Part of Claude Pro, Max or Ultra, by waitlist[25] | Shares your Claude plan's usage limits; background checks count[25] | Standalone iOS and Android app; claude.ai on a computer[25] |
| Comet | Free; Pro $17/mo and Max $167/mo billed annually[28]; Max $200 monthly[29] | Bonus credits: 4,000 on Pro, 35,000 on Max[28]; Max has the highest weekly limit on browser agent queries[29]. Comet Assistant in Search mode uses no credits; Work mode runs Computer and uses credits, at 100 credits to $1[30] | Mac, Windows, iOS and Android[27] |
| Copilot Cowork | Personal Microsoft account with Microsoft 365 Premium or Pro[32][35]; Premium $19.99 a month[34], Pro $99.99 a month[36] | Not stated on the pages we checked | m365.cloud.microsoft, the Copilot desktop app and the Cowork mobile app[32] |
| Dots | ChatGPT Pro from $100/mo[9], or a Business Premium seat at $100/mo billed annually[10] | Included allowance, with extended limits in the first month; dot conversations do not count toward ChatGPT limits, but Codex and Work tasks it starts do[7] | ChatGPT mobile (iOS, Android), desktop (including Windows) and desktop web, not mobile web[8]; Slack and Teams[7] |
| Gemini | Tasks need Google AI Pro ($19.99/mo) or Ultra[37][39] | Compute-based limits that rise with your plan; up to 15 tasks at once[37] | Gemini mobile app, the Gemini app on Mac and gemini.google.com[37] |
| Grok Bot | Premium $30/mo; not on Free or Plus[12] | Weekly pool shared across Grok, Grok Bot and Cursor[13] | Desktop app for macOS, Windows and Linux; companion apps for iOS and Android[14] |
| Lindy | $50 in trial credits for 7 days, no card; Team from $29.99 per active user/mo for 3,000 credits, though some visitors are shown $49.99 for 5,000 credits as the starting tier[49] | Monthly credits per user; top-ups $10 per 1,000[49] | Slack, email inboxes and iMessage are listed on the pricing page[49] |
| Manus | Free: 300 refresh credits a day; paid from $20/mo[44] | Credits; daily credits reset at 00:00 UTC[45] | Web, desktop and mobile apps, plus a Slack integration[44] |
| Motion | Free trial; Pro AI $29/mo billed annually or $49 monthly[50] | AI credits per seat per month (7,500 or 15,000)[50] | iOS, Android and desktop apps[50] |
| Muse | Free with a usage limit; Power $20/mo[5] | Muse tokens per week: 500M on Power, 3B on Maximum ($100/mo)[5] | Muse app on mobile and Mac, muse.ai, and WhatsApp[1][5] |
Which Muse, which Dots, which Claude?
Muse here means Meta's personal AI agent at ai.meta.com/muse, used in the Muse app on mobile and Mac or in WhatsApp[1]. It is not Meta's Muse Spark or Muse Wonder AI models (Meta says Muse runs on Muse Spark[2]), and not Microsoft's Muse game model or the Muse writing and note apps.
Dots means OpenAI's dots, announced Sept 29, 2026: always on agents in ChatGPT, Slack and Teams[7]. OpenAI writes the name in lower case. It is not the dots.ocr model.
Claude is Anthropic's main app, which now includes what used to be Cowork[21]. Claude Duet is a separate proactive agent app in research preview[25], announced Oct 21, 2026[24]. Claude Tag is a Slack teammate for Claude Team and Enterprise customers[26], so it is not covered here as a personal assistant.
Copilot Cowork is Microsoft's agent in Microsoft 365, not Anthropic's former Claude Cowork. Microsoft is moving Copilot Tasks into Cowork for personal plans[32], and Personal and Family subscribers lose access to Cowork[35]. Comet is Perplexity's browser[27], not the Comet machine learning platform. Gemini here means tasks in the Gemini app[37] and auto browse in Gemini in Chrome[40].
Approvals and control
- Claude: Auto mode is the default on Pro, Max, Ultra and Team plans and runs automated safety checks before Claude takes an action; Manual mode, the default on Enterprise, asks before each action[23]. We mark this as Partly, because on most personal plans it does not ask first unless you switch to Manual.
- ChatGPT Work: in Plan mode you can suggest changes or approve the plan before the work starts[16]. We mark this as Partly, because the page describes approving a plan rather than each action.
- Claude Duet: asks before sensitive operations like sending messages or paying, and you can see what it is doing and steer it[25].
- Comet: if Comet needs access to another service like Gmail, Perplexity says it always asks for approval first, and that Comet never has access to your passwords or payment data[31]. We mark this as Partly, because it covers connecting services.
- Copilot Cowork: you review and approve sensitive actions[32]. For Copilot Tasks, Microsoft lists purchases, submitting personal information and actions involving other people among the steps that need approval[33].
- Dots: per action rules let it act, act only when asked, ask first or hand off to you; some steps, like changing a password, always stay with you[8].
- Gemini: for certain actions it asks you to take over the task[37]; in Chrome you review and confirm sensitive steps[40].
- Grok Bot: Auto Review checks sensitive actions, and approval requests from work that started without you expire after about 10 minutes[15].
- Lindy: anything with outside impact, like sending an email, waits for approval[49].
- Muse: you review and approve actions before they happen, like sending emails and making purchases, and can see a complete audit trail[1]. Meta says nothing Muse does reaches the internet unless a separate Sentinel approves it, and that it asks you for permission when needed[2].
- The pages we checked for Alexa+, Manus and Motion do not describe an approval step, so we do not claim one either way. ChatGPT Work replaced the retired ChatGPT agent mode[18].
Data and model training
| Assistant | What the vendor says |
|---|---|
| ChatGPT Work | On Plus you can opt out of model training in Data Controls[19]; Business data is not used for training by default[10]. |
| Claude | Model training is opt-out on Free, Pro, Max and Ultra; Team plans do not train on your data by default[20]. |
| Comet | Perplexity says browsing data, including visited sites and cookies, is stored locally, and Comet only sends minimal context to Perplexity when needed[31]. Training is not covered on that page. |
| Claude Duet | Approvals, logins and safety checks run in your own cloud computer[25]. Training is not covered on that page. |
| Dots | Personal plans can control whether dot conversations and work improve models; Business, Enterprise and Edu content is not used by default[7]. |
| Grok Bot | Training opt-out is available and follows your Cursor account privacy settings[11][15]. Legacy Privacy Mode is not supported[14]. |
| Lindy | Says data is never used to train models, and lists SOC 2 and GDPR compliance[49]. |
| Manus | Its privacy policy says it may use de-identified data to improve its models[48]. |
| Motion | Its privacy notice lists training and developing machine learning algorithms among the uses of collected information[53]. |
| Muse | Conversations are not shared with Meta's ad systems[1]; you can opt out of your interactions being used to train Meta's AI models[2]. |
| Alexa+, Copilot Cowork, Gemini | The product and help pages we checked do not state a training policy for these features. Check each vendor's privacy settings before connecting accounts. |
Where official pages disagree
- Gemini tasks plans: Google's help article says tasks need Google AI Pro or Ultra[37], while the subscriptions page lists "first access to advanced features like Tasks in Gemini" under Ultra[39]. We follow the help article.
- Grok Bot usage multipliers: the Grok Bot page describes Super as 3.5x and Ultra as 12x Premium usage[11], while the pricing page lists Premium at 4x, Super at 15x and Ultra at 50x Plus usage[12]. We quote prices only.
- Grok Bot platforms: the product page lists macOS, Windows and iOS[11]; the docs also list Linux and Android[14]. We use the docs.
- Lindy plans: the feature list mentions computer use "on Pro and Max", but the plan table shows Free, Team and Enterprise[49].
Verdicts
Best for, avoid if and one thing to know come from vendor pages. The last line in each, marked People say, is community opinion summarized from the section below, not a fact we checked.
Alexa+- Best for
- Prime households that want errands by voice, like takeout, reservations and rides[41].
- Avoid if
- you want a written approval step or training policy; the pages we checked state neither.
- One thing to know
- Free text chat has limited daily usage, and Standard is $19.99/mo without Prime[43].
- People say (opinion)
- Many long time users say it is a step back and dislike unprompted suggestions; a smaller group finds it better. Posts
ChatGPT Work- Best for
- Turning your tools and files into documents, presentations, analyses and web apps[16].
- Avoid if
- you want it free on web or mobile; the Free plan is desktop only[16].
- One thing to know
- It shares an allowance with Codex, with five-hour and weekly windows on Plus and Business Standard[17].
- People say (opinion)
- Users often say the allowance runs out fast, and some find Work, Codex and the apps hard to tell apart. Posts
Claude
- Best for
- Work on your own files and browser, with a choice of approving each action[23].
- Avoid if
- you want it running with your computer off; local files and the browser need Claude Desktop open[23].
- One thing to know
- Auto permission mode is the default on Pro, Max, Ultra and Team; switch to Manual to approve each action[23]. Model training is opt-out on Free, Pro, Max and Ultra[20].
- People say (opinion)
- Reactions to Cowork moving into Claude are mixed, and some posters report project file problems after the change. Posts
Claude Duet
- Best for
- US Claude Pro, Max or Ultra subscribers who want morning briefs and check-ins[24][25].
- Avoid if
- you are outside the US or need it today; it is a waitlisted research preview[25].
- One thing to know
- Its background checks count against your Claude plan's limits[25].
- People say (opinion)
- Too new for a community read; see what early reviewers said in the experts section. Posts
Comet
- Best for
- An assistant inside a free browser[27].
- Avoid if
- you expect agent work to be free; Work mode runs Computer and uses credits[30].
- One thing to know
- Perplexity says browsing data is stored locally[31].
- People say (opinion)
- Posters like it as a browser; some say moving agent work to credits made it less useful to them. Posts
Copilot Cowork- Best for
- Microsoft 365 Premium or Pro subscribers who want help with Word, Excel, PowerPoint, email, calendar and OneDrive[35].
- Avoid if
- you have Personal or Family; Microsoft says those plans lose access to Cowork[35].
- One thing to know
- Microsoft says you are responsible for actions Copilot takes on your behalf[32].
- People say (opinion)
- Few posts so far; early users describe a rough rollout. Posts
Dots- Best for
- ChatGPT Pro users who want always on agents in ChatGPT, Slack and Teams[7].
- Avoid if
- you are in the EEA, Switzerland or the UK[8].
- One thing to know
- Disconnecting an app does not delete what a dot learned; you reset the dot for that[8].
- People say (opinion)
- Users and reviewers report repeated approval prompts and early bugs; some feel the Pro price is a high bar. Posts
Gemini- Best for
- Google AI Pro or Ultra subscribers who want background tasks with apps like Instacart and OpenTable[38][37].
- Avoid if
- you are in the EEA, Nigeria, Switzerland or the UK[37].
- One thing to know
- Google says you are responsible for Gemini's actions in Chrome, including mistakes like purchases[40].
- People say (opinion)
- Users report tasks that stop partway, alongside some good experiences; reactions to the redesign are split. Posts
Grok Bot- Best for
- Running several agents that share a persistent cloud computer, tools and files[14].
- Avoid if
- you want separate Bots to be a security boundary; xAI says they are not[15].
- One thing to know
- Its weekly pool is shared with Grok and Cursor[13].
- People say (opinion)
- Users often report the weekly limit running out and tasks stopped by CAPTCHAs; heavy users are enthusiastic. X skews this, see the note below. Posts
Lindy- Best for
- Teams that want an assistant in Slack and email that waits for approval on outside actions[49].
- Avoid if
- many people would only @mention it; every active user is billed[49].
- One thing to know
- Only top-up credits carry over[49].
- People say (opinion)
- Coverage is thin; the feature people mention most is copying it on an email to schedule a meeting. Posts
Manus
- Best for
- Trying long tasks on 300 free credits a day[45].
- Avoid if
- you want unused credits kept; monthly credits reset and go to zero if you cancel[46][47].
- One thing to know
- Its privacy policy says it may use de-identified data to improve its models[48].
- People say (opinion)
- The most common complaint is credits burning faster than expected. Posts
Motion
Muse
- Best for
- Trying a personal agent for free, with approvals and an audit trail[5][1].
- Avoid if
- you are outside North America, Japan and Singapore, where Muse is offered so far[3][4].
- One thing to know
- Weekly usage does not roll over, though bought tokens never expire[6].
- People say (opinion)
- Users like it for everyday chores but describe CAPTCHA and login stalls and occasional memory slips. Posts
No assistant matches every filter. Reset the filters above the cards to see all thirteen.
Community sentiment (opinion, not vendor facts)
This section is opinion. It summarizes what people posted on X and Reddit between Aug 23, 2026 and Oct 22, 2026. These are individual users' views, not facts we verified and not our test results. Vendor facts stay in the sections above.
How we gathered it: we searched X through its official read only API and Reddit through web search, in r/AI_Agents, r/alexa, r/ChatGPT, r/ClaudeAI, r/GeminiAI, r/GrokBot, r/ManusOfficial, r/MetaAI, r/microsoft_365_copilot, r/MuseAgent, r/OpenAI, r/perplexity_ai, r/singularity and r/UseMotion; searches of r/artificial, r/LocalLLaMA and r/ProductivityApps found no threads in the window that we could confirm. A theme needs at least two posts from different people. X quotes are word for word, and dates are Pacific time. Reddit blocked our direct reads, so we confirmed each thread through search, paraphrase it, and do not show dates. Grok Bot is made by xAI, which also runs X, so X may be more favorable ground for it. Where coverage is thin, we say so.
Alexa+ 10 linked posts
Some say it is a step back from the original Alexa
Several posters say routines, music and everyday requests worked better before the upgrade, and mention slow or wrong answers and missing features such as account switching.
- @JimLockwoodshow on X, Oct 13, 2026
- @Troyusrex on X, Sep 11, 2026:
Bad answers. Slow.
- r/alexa: Traffic and Weather no longer work in a routine
- r/alexa: Music now plays in all devices as the default?
Unwanted suggestions and personal questions
Some users say Alexa+ volunteers suggestions or asks personal questions they did not want, and that they could not find a way to turn the suggestions off.
- @fandaflames on X, Sep 21, 2026:
AI is fine for some things but not being intrusive in my house.
- @JimNewcomb10 on X, Oct 14, 2026
- @SandraLMur on X, Oct 13, 2026
- r/alexa: What happened to Alexa+ about 2 months ago?
A smaller group finds it better
A few posters say it works better than the original Alexa.
- @nsokolsky on X, Sep 11, 2026:
Works a lot better than the OG version.
- @sucksfacebook on X, Oct 11, 2026
ChatGPT Work 8 linked posts
Usage limits run out quickly
Posters say heavy Work sessions use up their allowance fast, and several connect it to the allowance shared with Codex.
- @MJack94 on X, Aug 25, 2026
- @MycallKipkorir on X, Aug 29, 2026
- @DivyakGaur on X, Aug 31, 2026
- @dantegaleazzi on X, Sep 1, 2026
- @hitomi_works0_0 on X, Sep 4, 2026
Hard to tell the products apart
Some users find Work, Codex, the desktop app and the cloud version confusing, and others ask what Work mode is for.
- @brianakaka on X, Aug 25, 2026:
not enough people talk about how there are 2 different products with almost the same name.
- @iamhiser on X, Aug 25, 2026
- r/ChatGPT: What do you guys use Work mode for?
Claude 5 linked posts
Mixed reactions to Cowork moving into Claude
Some users welcome having one app; others say they preferred Cowork as a separate product.
Project files after the merge
Posters describe project folders that went missing, were duplicated or became read-only after the change.
Claude Duet 2 linked posts, thin coverage
Claude Duet launched Oct 21, 2026, a day before we checked, so there is very little community discussion yet. Early hands-on reviews are in the expert section below.
Interest in the waitlist, and US only access
Early posts are mostly people joining or asking about the US waitlist, plus launch news.
- @CampbellKaleb23 on X, Oct 21, 2026
- @PelletApp on X, Oct 21, 2026
Comet 5 linked posts
The free browser gets praise
Several posters say they like Comet as an everyday browser.
- @brookservers on X, Oct 8, 2026
- @tkinfinance on X, Oct 3, 2026
- @nelson_skdance on X, Sep 2, 2026
Agent work moving to paid credits
Some Reddit users say recent changes put the assistant's agent work behind Computer credits and that this made Comet less useful to them. Perplexity's help center confirms Work mode uses credits and Search mode does not (see the facts above).
Copilot Cowork 3 linked posts, thin coverage
We found few posts about Cowork on personal Microsoft 365 accounts in the window, and many results were about the business product.
A rough consumer rollout
Early users describe one session at a time, steps that do not finish and earlier Copilot tasks that stopped working after the move to Cowork.
- @koltregaskes on X, Oct 14, 2026:
For Cowork, I can't seem to run more than one session at a time.
- @DanBalitewicz on X, Oct 13, 2026
- r/microsoft_365_copilot: Copilot Cowork now on Personal M365 account
Dots 9 linked posts
Approval prompts get in the way
Several users say they approve the same kinds of actions over and over, and that auto review blocks steps they expected to be allowed.
- @DWAart on X, Oct 16, 2026:
my dot requires constant handholding
- @johnhelmuth_ on X, Oct 5, 2026
- @nativedone on X, Oct 2, 2026
Early reliability problems
Some posters describe a dot that did not respond, lost work or needed a revert in the first weeks.
- @thomasheimann on X, Oct 1, 2026
- @freszeau on X, Oct 6, 2026
- @lucas_enat on X, Oct 10, 2026
Access and cost at launch
Reddit users asked whether others had received a dot yet, and some felt the Pro price is a high barrier to entry.
Gemini 11 linked posts
Many users call this feature Gemini Spark; Google's help center calls it tasks.
Tasks that stop partway
Users describe tasks that fail or disappear mid task and scheduled runs that do not complete.
- @thenewgenesis04 on X, Oct 12, 2026:
disappeared mid-task
- @ManabeT69109 on X, Oct 10, 2026
- @niteshbuilds on X, Oct 13, 2026
- r/GeminiAI: Anyone satisfied with Gemini Spark?
- r/GeminiAI: What's everyone's experience with Spark?
Mixed feelings about the redesign
Users noticed Spark turning into a task mode inside the Gemini app, and reactions to the change are split.
- @UniVerseLogs_ on X, Oct 13, 2026
- @wbhitecloud on X, Oct 8, 2026
- r/GeminiAI: Change in Gemini on my Pixel, more Spark?
Some users are impressed
Others describe useful background runs and say it handled real chores well.
- @AYTN11_ on X, Sep 14, 2026
- @BlindVote on X, Oct 12, 2026
- r/GeminiAI: Am I the only one having a good experience?
Grok Bot 12 linked posts
Grok Bot is made by xAI, which also runs X, so posts about it on X may be more frequent and more favorable. We weigh Reddit threads equally and list criticism before praise.
Weekly usage runs out fast
Users on Reddit and X, including paying subscribers on higher plans, say they reach the weekly limit before the week ends.
- @nvandewetering on X, Sep 19, 2026:
I still hit the weekly usage wall before Friday.
- @RichSilver on X, Oct 7, 2026
- @feikuu on X, Aug 28, 2026
- r/GrokBot: hit my weekly limit in 3 days
- r/GrokBot: Token usage is out of control
CAPTCHAs, outages and off days
Posters describe tasks stopped by CAPTCHAs or site blocks, a service outage, and days when quality seemed to drop.
- @BuzzMoves365 on X, Oct 6, 2026:
They get stopped by a captcha system
- r/GrokBot: keeps getting CAPTCHA when browsing marketplaces
- r/GrokBot: anyone else seen a sudden downturn in performance?
- r/GrokBot: Still down?
Enthusiastic heavy users
Some users say they run several Bots every day and rely on them for real work.
- @djminkster on X, Oct 17, 2026
- @simplehuman2024 on X, Oct 17, 2026
- @matthawrot on X, Sep 10, 2026
Lindy 3 linked posts, thin coverage
We found few independent Lindy posts in the window, and the Reddit threads we found were older. Some X posts below read like launch promotion.
Scheduling by copying Lindy on an email
The feature people mention most is copying Lindy on an email thread so it can find a meeting time.
- @VadimStrizheus on X, Sep 3, 2026
- @ihteshamali on X, Sep 3, 2026
- @givardani on X, Sep 15, 2026
Manus 9 linked posts
Credits burn faster than expected
The most common complaint: single tasks, loops or reruns using far more credits than users expected.
- r/ManusOfficial: Credits are melting away very fast
- r/ManusOfficial: Manus: how many credits have you lost?
- @MrKitty26 on X, Oct 8, 2026:
I burn through all my credits too fast
- @leo_aryan0 on X, Sep 29, 2026
Billing, refunds and an August outage
Some users report trouble getting refunds or billing answers, and an outage in late August. One account posting these claims says they are unverified.
- @LordofAds on X, Aug 26, 2026
- @galati_janet on X, Sep 3, 2026
- @manusaihigai on X, Oct 20, 2026
Free credits draw people in
Others point to the free daily credits as a reason to try it.
- @CodeWithTamara on X, Sep 30, 2026
- @yizhou_yu on X, Oct 15, 2026
Motion 1 linked posts, thin coverage
We found only one Motion thread in the window, which is not enough to report a theme. Searches on X for Motion mostly returned posts about other things named motion.
Muse 10 linked posts
Handy for everyday chores
Users describe Muse handling reminders, bookings and household tasks with little setup.
CAPTCHAs, logins and blocked tasks
Posters say tasks stall on CAPTCHAs, sign ins or sites that block the agent.
- @SouthernValue95 on X, Sep 9, 2026
- @BuzzMoves365 on X, Oct 6, 2026:
They get stopped by a captcha system
- r/MuseAgent: Muse being blocked
- r/MuseAgent: Can't login to Xfinity?
Memory and context slips
Some long term users say Muse forgot standing rules or basic details after a while.
What experts are saying
Dated, linked takes from people who write about AI tools, with their affiliations. These are their opinions. We found no expert takes in the window on Alexa+, ChatGPT Work as a standalone product, Comet, Copilot Cowork, Gemini tasks, Lindy, Manus or Motion.
Ethan Mollick, Professor at Wharton who writes the One Useful Thing newsletter · One Useful Thing, Oct 1, 2026
I think the more important thing is what you no longer have to tell them.
On judging dots and Muse by how much context they pick up on their own, rather than by a list of tasks.
Disclosure: No vendor affiliation stated in the post.
Ethan Mollick, Professor at Wharton · X, Oct 13, 2026
a perfectly legal distributed denial of service attack on customer service departments
On what happens when agents like Muse and dots can make unlimited refund requests and negotiate deals.
Disclosure: No vendor affiliation stated in the post.
Dan Shipper, CEO of Every · X, Oct 7, 2026
Permissions are still frustrating. I have to approve the same basic thing multiple times
Also: “If you use ChatGPT, I recommend trying one.”
Disclosure: Every publishes its own coverage and comparisons of AI agents.
Dan Shipper, CEO of Every · X, Oct 21, 2026
It’s the first personal agent I’d call a pro tool.
He also writes that it is “not a chief of staff yet” and that its email drafts are worse than dots’.
Disclosure: Says his team tested Claude Duet for two weeks before launch.
Allie K. Miller, AI advisor; her profile lists former roles at Amazon and IBM · X, Oct 13, 2026
Muse - best one for your parents
She calls Dots “best for OpenAI users” and adds that Muse “made several basic mistakes” and forgot things after a while.
Disclosure: Former Amazon employee; says she is a heavy user of Instinct, an assistant not covered here.
Allie K. Miller, AI advisor · X, Oct 20, 2026
Because Dots can’t purchase natively
She says buying things is one area where Muse and Instinct are “clear winners”.
Disclosure: Former Amazon employee.
Peter Yang, Creator of AI tutorials and interviews · X, Sep 30, 2026
These are really two separate races.
He puts dots and Grok Bot in a work race and Muse in a personal one, and calls cramming Codex, Work, dots and more into ChatGPT “overwhelming”.
Disclosure: xAI gave him Grok Bot codes to give away (Aug 30, 2026), and he had early access to Claude Duet.
Peter Yang, Creator of AI tutorials and interviews · X, Oct 21, 2026
Email feature doesn't really work.
His con for Grok Bot. For dots: “Much better than at launch but still buggy.” For Claude Duet: missing features in research preview, like driving its browser. For Muse: “Free, best consumer UX”.
Disclosure: Same as above.
Claire Vo, Founder of ChatPRD and host of How I AI · Lenny's Newsletter, Oct 21, 2026
But polish isn’t enough when you’re competing with every other personal agent for attention.
She calls it the most polished agent launch she has seen, and lists cons including not being proactive enough, latency and no desktop app.
Disclosure: No Anthropic affiliation stated in the post.
How these takes shape the verdicts
They do not change any vendor fact or price. They shape what we flag: the repeated approval prompts that Dan Shipper and users describe for Dots, the email and memory gaps Peter Yang and Allie K. Miller note across agents, and Claude Duet's polish and early state as described by early reviewers, two of whom had early access. Where an expert has a tie to a vendor, the disclosure sits next to the take.
Keep comparing
Alternatives pages: ChatGPT Work alternatives, Claude alternatives, Manus alternatives and Muse alternatives. Researching from your own documents rather than handing off tasks? See Gemini Notebook, also from Google.
How we put this together
We read each vendor's pricing page, product page, docs and help center from Oct 22 to Nov 3, 2026, wrote the comparison from those pages only, then fetched every source again to check each claim, and ran a third, independent sweep of every link and number. Where a page would not load or a claim could not be confirmed, we left it out. The community and expert sections are separate: we searched X and Reddit for posts from the last 60 days, kept only themes raised by at least two different people, linked every post, and labeled all of it as opinion. We have not used these assistants for this comparison, so there are no test results, scores or ratings here. Prices are in US dollars and exclude tax. More in our methodology.
FAQ
Did you test these assistants yourself?
No. This comparison is built from each vendor's own pricing pages, docs and help centers, checked Oct 22 to Nov 3, 2026. We have not run hands-on tests, and nothing here is a benchmark or a rating.
Is any assistant favored?
No. This page has no ranking. Assistants are listed alphabetically everywhere on it, every one is held to the same evidence rules, and each suggestion is tied to a specific job.
Which of these can I try for free?
Per their own pages: Muse (free with a usage limit), Claude (Free plan), Manus (300 free credits a day), ChatGPT Work (Free plan, desktop app), Comet (free browser) and Alexa+ (free text chat, or included with Prime in the US). Gemini is free, but tasks need Google AI Pro or Ultra. Lindy offers $50 in trial credits for 7 days and Motion a free trial. Dots, Grok Bot, Claude Duet and Copilot Cowork need a paid plan.
Is Claude Duet the same as Claude?
No. Claude Duet is a separate, proactive agent app from Anthropic in research preview for US Claude Pro, Max and Ultra subscribers. It uses your Claude account and shares your plan's usage limits, so we list it as its own entry.
Where does the community sentiment come from?
From public posts on X and Reddit between Aug 23 and Oct 22, 2026. Each theme is backed by at least two linked posts from different people. It is opinion, kept separate from vendor facts, and we say when coverage is thin. Grok Bot is made by xAI, which also runs X.
Do the expert takes change the verdicts?
They do not change any fact or price. They help decide what to flag, like approval prompts or features that are not ready yet, and every take shows the person's vendor ties.
Is any of this sponsored?
No. No vendor paid for this guide or for placement in it. If we ever run sponsored placements on the site, they are labeled Sponsored and kept separate from editorial pages.
Sources
- Meta: Muse product page (ai.meta.com/muse/, checked 2026-10-22)
- Meta newsroom: Introducing Muse (Sept 8, 2026) (about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/, checked 2026-10-22)
- Meta newsroom (Japan): Muse launches in Japan (Oct 23, 2026) (about.fb.com/ja/news/2026/10/muse-personal-ai-agent-launches-in-japan/, checked 2026-10-23)
- Meta newsroom: Muse is now available in Singapore (Oct 27, 2026) (about.fb.com/news/2026/10/muse-is-now-available-in-singapore-the-worlds-first-personal-ai-agent-built-for-everyone/, checked 2026-10-28)
- Meta help center: Muse subscription plans (www.meta.com/help/subscriptions/1021145227643680/, checked 2026-10-22)
- Meta help center: Muse usage and additional tokens (www.meta.com/help/subscriptions/28153473374286914/, checked 2026-10-22)
- OpenAI: Introducing dots (Sept 29, 2026) (openai.com/index/introducing-dots/, checked 2026-10-22)
- OpenAI help center: Getting started with your dot (help.openai.com/en/articles/20001530-getting-started-with-your-dot, checked 2026-10-22)
- OpenAI help center: ChatGPT Pro tiers (help.openai.com/en/articles/9793128-about-chatgpt-pro-tiers, checked 2026-10-22)
- OpenAI: ChatGPT Business pricing (openai.com/business/pricing/, checked 2026-10-22)
- xAI: Grok Bot page (x.ai/bot, checked 2026-10-22)
- xAI: pricing (x.ai/pricing, checked 2026-10-22)
- xAI docs: Grok Bot in The X Subscription (docs.x.ai/x-subscription/grok-bot, checked 2026-10-22)
- xAI docs: Grok Bot FAQ (docs.x.ai/grok-bot/faq, checked 2026-10-22)
- xAI docs: Approvals, security and privacy (docs.x.ai/grok-bot/approvals-security-and-privacy, checked 2026-10-22)
- OpenAI: ChatGPT Work (openai.com/chatgpt-work/, checked 2026-10-22)
- OpenAI docs: ChatGPT Work and Codex pricing (learn.chatgpt.com/docs/pricing, checked 2026-10-22)
- OpenAI help center: ChatGPT agent (help.openai.com/en/articles/11752874-agent, checked 2026-10-22)
- OpenAI help center: What is ChatGPT Plus (help.openai.com/en/articles/6950777-what-is-chatgpt-plus, checked 2026-10-22)
- Anthropic: Claude pricing (claude.com/pricing, checked 2026-11-03)
- Anthropic: Cowork is now Claude (Sept 16, 2026) (claude.com/resources/articles/cowork-is-now-claude, checked 2026-10-31)
- Anthropic help center: What is the Ultra plan? (support.claude.com/en/articles/17728952-what-is-the-ultra-plan, checked 2026-10-31)
- Anthropic help center: Claude tasks and computer use (support.claude.com/en/articles/16761823, checked 2026-10-31)
- Anthropic: Claude Duet research preview (Oct 21, 2026) (claude.com/resources/articles/claude-duet, checked 2026-10-31)
- Anthropic: Claude Duet product page (claude.com/product/claude-duet, checked 2026-10-31)
- Anthropic: Claude Tag product page (claude.com/product/tag, checked 2026-10-22)
- Perplexity: Comet (www.perplexity.ai/comet, checked 2026-10-22)
- Perplexity: pricing (www.perplexity.ai/hub/pricing, checked 2026-10-22)
- Perplexity help center: Perplexity Max (www.perplexity.ai/help-center/en/articles/11680686-perplexity-max, checked 2026-10-22)
- Perplexity help center: How credits work on Perplexity (www.perplexity.ai/help-center/en/articles/13838041-how-credits-work-on-perplexity, checked 2026-10-22)
- Perplexity help center: Control what Comet Assistant can use (www.perplexity.ai/help-center/comet/en/articles/12658082-control-what-comet-assistant-can-use, checked 2026-10-22)
- Microsoft Support: Get started with Cowork (support.microsoft.com/en-us/microsoft-365-copilot/get-started-with-cowork, checked 2026-10-22)
- Microsoft Support: Using Copilot Tasks (support.microsoft.com/en-us/microsoft-copilot/using-copilot-tasks, checked 2026-10-22)
- Microsoft: Microsoft 365 plans and pricing (www.microsoft.com/en-us/microsoft-365/premium, checked 2026-10-22)
- Microsoft Support: Copilot app updates for personal, work, and school accounts (support.microsoft.com/en-us/microsoft-365-copilot/learning/changes-microsoft-copilot-app, checked 2026-10-22)
- Microsoft: Microsoft 365 Pro (www.microsoft.com/en-us/microsoft-365/p/microsoft-365-pro/cfq7ttbzzcmc, checked 2026-10-22)
- Google help center: Get started with tasks in Gemini Apps (support.google.com/gemini/answer/17094507, checked 2026-10-22)
- Google blog: Gemini 4 Argon comes to the Gemini app (Oct 13, 2026) (blog.google/innovation-and-ai/products/gemini-app/gemini-4-argon-availability/, checked 2026-10-22)
- Google: Gemini subscriptions (gemini.google/subscriptions/, checked 2026-10-22)
- Google help center: auto browse in Gemini in Chrome (support.google.com/gemini/answer/16821166, checked 2026-10-22)
- Amazon: Alexa+ available to everyone in the US (www.aboutamazon.com/news/devices/alexa-plus-available-free-prime-members-us, checked 2026-10-22)
- Amazon: Alexa+ international launch (updated Oct 28, 2026) (www.aboutamazon.com/news/devices/alexa-plus-international-launch, checked 2026-10-29)
- Amazon: Alexa+ plans (www.amazon.com/dp/B0DCCNHWV5, checked 2026-10-22)
- Manus: pricing (manus.im/pricing, checked 2026-10-22)
- Manus help center: daily refresh credits (help.manus.im/en/articles/11711121, checked 2026-10-22)
- Manus help center: how credits work (help.manus.im/en/articles/11711097, checked 2026-10-22)
- Manus help center: cancelling a subscription (help.manus.im/en/articles/12268225, checked 2026-10-22)
- Manus: privacy policy (updated Sept 28, 2026) (manus.im/privacy, checked 2026-10-22)
- Lindy: pricing and FAQ (www.lindy.ai/pricing, checked 2026-11-03)
- Motion: pricing (www.usemotion.com/pricing, checked 2026-10-22)
- Motion help center: onboarding, seats and AI credits (www.usemotion.com/help/motions-onboarding-process, checked 2026-10-22)
- Motion: terms of service (www.usemotion.com/legal/terms-of-service, checked 2026-10-22)
- Motion: privacy notice (www.usemotion.com/legal/privacy-policy, checked 2026-10-22)