Dimension 1 of 16

Carrying out an online task

Completes a real browser or web workflow end to end, not just advice.

The test: Book a hotel stay

Book me a hotel in Chicago for Friday and Saturday next week, under $250 a night, near the Loop, with free cancellation.

Passes when

  • Finds real rooms at real rates for the right dates
  • Respects the price, location and cancellation constraints
  • Completes the booking, or stages it and asks before paying

Anchors

Gives advice or links; can't act in the browser3
Completes it with one or two corrections from you7
One message, correct booking, confirmation back10

Ranking

30 tested.

1MusePartial · test · Sep 8, 2026 · Found no rooms under $250 near the Loop that weekend, returned four refundable options with totals and asked how to relax the brief.92SoarPass · test · Sep 9, 2026 · Quickly returned a Hyatt Regency under $250 near the Loop; a stricter Loop-proper refundable search came back over budget.93OlliePass · test · Sep 12, 2026 · Found Loop hotels over the $250/night cap, then staged a free-cancel OYO about 7 miles out under budget.94OpenInstinctPass · observed · Sep 17, 2026 · Booked the anniversary table on Resy with the note attached, confirming the cancellation fee before the card guarantee; nothing charged.95MisoPass · test · Sep 14, 2026 · Found Loop rates over $250 that weekend and returned the two cheapest refundable options with totals plus an airport fallback.96ZapiaPass · test · Oct 2, 2026 · Found no refundable Loop room under $250, then surfaced a $176 free-cancellation rate out by O'Hare and reached the booking form.97DotsPass · test · Oct 3, 2026 · Ranked agency profiles by Search Console clicks, drafted sourced case studies, fixed broken logos, then published five pages after checks.98HarkWhatever you need, let Hark handle it99Grok BotPass · observed · Sep 7, 2026 · Gave an MVP recommendation for a public benchmark site, then created and briefed a new bot to build it.810InstinctPass · observed · Sep 6, 2026 · Checked in unprompted when the window opened, explained why no digital pass was available on that fare, flagged a passport expiry.811sznPass · test · Sep 10, 2026 · Found and staged the Cambria Chicago Loop, then caught on re-check that the real two-night total was much higher and flagged it first.812CaddyPass · test · Sep 9, 2026 · Found the weekend's rates spiked past budget, pivoted dates to a refundable Club Quarters room and held it at payment for approval.813ShufflePass · test · Sep 9, 2026 · Recovered from a booking error by switching to Booking.com, found two refundable Loop rooms under budget and held one for approval.7.514PallyPartial · test · Sep 12, 2026 · Found an under-budget free-cancel Sleep Inn near Midway after Loop rates ran high, but checkout staging was blocked.715TomoPartial · test · Sep 10, 2026 · Searched thoroughly, found nothing under $250 near the Loop, and held the cheapest refundable option at payment for approval.716DazzlePass · test · Oct 22, 2026 · Took a flowers order from prompt to confirmed delivery, though it asked four setup questions first despite a no-questions brief.717KickerPartial · test · Oct 19, 2026 · Found Friday tables, recovered from its own browser when the user's went offline, and confirmed no deposit before the phone field.718FolkPartial · test · Sep 14, 2026 · Found Loop hotels over $250/night, offered Hilton Garden around $112 without verified free cancel, and sent Expedia shots with wrong dates.619CatchFail · test · Sep 9, 2026 · Found nothing refundable under $250 near the Loop, priced an airport Marriott instead, then could not complete the booking.620AsmiPartial · test · Sep 12, 2026 · Found Cambria Chicago Loop around $110/night with free cancel, but could not stage checkout and fell back to booking links.621BobaPartial · test · Sep 10, 2026 · Initially missed Loop hotels under $250/night but recovered after nudge, found Club Quarters with free cancel and staged for payment.622OrbitsPartial · test · Sep 25, 2026 · Took 22 minutes and two nudges to report nothing refundable under budget near the Loop, then offered one option farther out with three choices.623tinyNaturePartial · test · Sep 9, 2026 · Returned a hostel and a Travelodge near the Loop under budget, could not confirm free cancellation and cannot book or pay.424DelPartial · test · Oct 7, 2026 · Found 7pm tables at three places and held one, but a wrong phone number stalled the form, and neither the table nor the flowers finished.425PokeFail · observed · Sep 15, 2025 · Asked to accept a calendar invite; could not, and pointed to the calendar app instead.326Wajo / FoFail · test · Oct 2, 2026 · Spotted the marathon weekend sellout and found a free-cancellation room a mile north under budget, but could not take it to booking.327HireAlphaFail · test · Sep 22, 2026 · Listed Loop hotels under the cap but lacked a Booking.com account, gave four status questions one canned error, and could not switch sites.328BoskiFail · test · Sep 13, 2026 · Asked to book a Loop hotel under $250 with free cancel; listed Cambria, River, and citizenM, then said it cannot hold a reservation.329BreaFail · test · Sep 13, 2026 · Asked to book a Loop hotel under $250 with free cancel; listed Canopy and Central Loop, then said it cannot stage a reservation.330TabFail · test · Oct 7, 2026 · Three tries at a table for two across the website and a call, none completed; one hold expired while it was filling the form.3

Public opinion

Share of positive public quotes. Founder posts excluded.

Not yet tested

Doesn't apply

Out of scope for these products.

What people say

103 quotes about this.

InstinctZoë SchifferSep 24, 2026

The agent detected that Alaska had moved my flight 90 minutes earlier, a fact I'd completely missed, which qualified me for a full refund. It canceled my ticket, saving me roughly $550, and rebooked my one-way return to San Francisco. I don't know about you guys, but I'm starting to feel the AGI.

MuseAlex KirshnerSep 23, 2026

My first experience with Muse was on Monday. I needed to book a flight for myself and my wife. I found it myself on Google Flights, then, for journalistic reasons, asked Muse to take a crack at the booking. I put my airline login credentials in Muse's vault, but Muse met a terrifying obstacle, a captcha page, and asked me if I should take over or if it should attempt to pass the test asking if it was a human. Authorized to try, Muse failed; I took over and logged in, then passed the sticks back to the agent. It got kicked out of the browser a few minutes later. The process took 30 minutes and achieved nothing. I then booked the flights myself at a cost of five minutes and just over $500.

MuseClaire VoSep 16, 2026

My first attempt was asking it to shop for New Balance 9060s. … The experience was not great. Muse struggled to find the right colorway and seemed to get stuck during browser use. … [On IMAX tickets] Muse then opened its browser view … navigated to the theater website, selected the tickets, and proceeded to guest checkout. … It arrived at the payment screen and prompted me to use Stripe Link.

Grok Bot@andytng28Sep 14, 2026

Grok Bot turns X Bookmarks into working demos—launching Cursor Agents, validating results with screenshots and video, and deploying each project automatically. 🤖 The entire discovery-to-demo workflow is automated. https://t.co/lwj4VY9lql

Use caseOpen on X
Muse@MalGsxSep 14, 2026

I have something all men would appreciate and that's having your agent call, email, and set up your doctor and dentist appointments lol. I wanted to try it with @Muse as a test run. It emailed the office, called and left a voicemail. They got back to me to confirm and that was it. Used @bot to fill out all of the new patient paperwork since it has the context needed. It then added the dates to my calendar with all of the info it grabbed from the email. 5 minutes tops. And moving forward this will be the flow.

Muse@sherlockieeeSep 14, 2026

I used Muse today to apply for visa. If you have never applied for visa, congrats, bc visa application is one of the worst things in human bureaucracy machine. anyways, i got Muse to: - book a multi-legged refundable flight - book a refundable hotel - get my bank statement to prove i can pay - dig through my emails to find all my papers (passport photo, i94, etc.) - write an itinerary plan for what i would be doing each day - fill out the form from the website which is pretty good! but some problems i bumped into: - i needed a passport photo, so I used chatgpt to change a selfie into a passport photo. Muse could upload it, but you needed to size the photo to fit in the frame and Muse couldn't do it, so I had to do it myself. - Muse couldn't upload the rest of the files, so i had to upload everything. - while i uploaded, i realized 1 of the document field could only be JPG (not PDF! why did it not accept pdf??) so i asked muse to convert the PDF to JPG. also they didn't accept images > 2MB so also had to ask Muse to compress all my photos. i wish it just noticed that and fixed it itself. - i also realized there was a bunch of details Muse was missing (e.g. there were more docs that we needed, extra flights to book etc. to follow the instruction) - i realized i needed to book an extra flight, and it has strong enough bot detection that Muse couldn't do it itself :( so i had to book it manually. in the end, Muse did ~70% of the work, and i still had to spend ~1 hour on it. but it's like 1 hour of annoyance (i bumped into issue, i had to fix/ delegate to Muse, bumped into another issue, etc.) so i'm still pretty grumpy by the end. i'm grateful; but also if someone can build a visa application bench & train computer use agent on this successfully that person can have all of my money.

InstinctLila ShroffSep 13, 2026

I downloaded the tool this week to test it out for myself. Using the bot feels a lot like texting an actual person. It uses emojis such as 🫡 and 👀to react to requests as it receives them, and the infamous three dots appear when it's writing a response. Sometimes, the bot even leaves you on read while it works. (Compare that with ChatGPT, which is always vomiting up walls of text and asking goading follow-up questions.) When I gave my agent a $25 budget and asked it to surprise my editor with a book, the bot read his previous writing (at my instruction), found a book he might enjoy— Material World by Ed Conway—and sent an email alerting him that it was ready for pick-up at his local Barnes & Noble. The bot also helped me find an Airbnb for an upcoming vacation, track down new in-network primary-care providers, and reach out to cleaning companies to get quotes for a friend.

InstinctLila ShroffSep 13, 2026

A colleague of mine who has also been testing out the bot used it to book tickets to a museum in Mexico City. The museum was sold out for the dates he wanted, but the bot dutifully monitored the portal for three days and eventually snagged tickets when spots freed up. After the bot paid for the tickets, it rearranged his itinerary—swapping around restaurant reservations—to account for the new schedule.