Head to head
Miso vs Muse
Same 15 tests, same scale. The check goes to the higher score.
1–0Across 1 highlighted dimension.All tested: 1–0
MusePart of Meta9Found Loop rates over $250 that weekend and returned the two cheapest refundable options with totals plus an airport fallback.
9Found no rooms under $250 near the Loop that weekend, returned four refundable options with totals and asked how to relax the brief.
9Asked which Moxy, then picked Cookshop, an independent vegetarian-friendly spot within walking distance and under budget.
9Three walkable options with reasons, honest about one over budget and one borderline chain, a clear pick, and booked it via OpenTable.
10Asked type and budget, flagged the delivery cutoff, found the one same-day florist and staged an itemized order behind a virtual card.
10Found the thread, checked the calendar, drafted a reply-all with two open slots in the user's voice, asked, then sent on command.
9Asked before sending the email and staged the flower checkout instead of paying; linked services one at a time with per-service access.
From the reports
What we wrote when Miso and Muse took the same test. Every update here has its own page you can link to.
- Oct 13, 2026Speed weighting and smoother mobile transitions- Booking speed now accounts for 40% of Travel; the other seven dimensions share 60%. Individual reviewed scores, timings and evidence are unchanged. - The resulting scores are Miso 9.3, Instinct 8.0, Grok Bot 7.9, Dots 7.1 and Muse 6.9. The report, Travel list/grid, profiles and comparison use the shared calculation. Missing dimensions remain unscored; observed weights are renormalized and coverage adjustment is retained. - Booking speed evidence and timing scope remain distinct from the report’s search-through-checkout ten-minute assessment. - Scroll-driven effects remain on mobile. Settled and hidden chapters avoid redundant updates; title and scene transforms are applied directly to their layers. Resize measurements are batched, and browser-toolbar changes skip unnecessary layout work. - The split-flap board keeps its visual motion with fewer text elements. Rescheduling planes use transforms for continuous movement. Mobile report headers use opaque white rather than blurring moving content underneath. - Regression checks cover weighting, missing data, reverse scrolling, hash jumps and chapter accessibility. Browser-size checks supplement rather than replace testing on physical phones.Read the updateAI Assistant Consumer Travel Report: October 2026
- Oct 13, 2026From AI Assistant Consumer Travel Report: October 2026- Strong planning. - No confirmed seat or completed rebooking. - Not especially fast; not the full-workflow choice.Read it in the report
- Oct 12, 2026Travel results reorganized as a visual recap- Seven capability questions replace the article structure. - Booking approaches include overlapping browser and API tools. - The ten-minute threshold covers search, preferences and checkout, based on the reviewer’s assessment. - Seat positions are illustrative; descriptions summarize confirmed seat-upgrade actions and required help. - Reviewed benchmark scores and recorded run evidence are unchanged. - A tinted opening header ends at the author; the named, illustrated contents bar follows it and becomes sticky while scrolling. - A compact goal statement and four-stage visual replace the two introductory requirement cards. - Three boarding-ticket cards show the booking methods, with assistant logo stamps and a one-time stack-to-spread reveal. - Replay buttons, chapter counters, and duplicate captions are removed; outcome summaries use direct wording. - A centered scroll stage now connects all nine chapters; local animation progress follows scrolling in either direction. - An airport split-flap board replaces the booking rows and reveals that all five assistants booked successfully. - Compact visuals and a shorter verdict keep each chapter within the stage. Reduced motion retains a readable static layout. - A longer, left-facing plane uses a booking-style seat layout; assistant action summaries appear above it without cabin or exact-position claims. - Seat-action descriptions follow the reviewed seat-selection results. - The rescheduling scene removes its duplicate summary and route labels. Planes continue moving only while the chapter is active. - Grok’s rescheduling note specifies the checkout stall and the traveler’s click on “Change flight,” following the reviewed change results. - A split-open airplane reveals a Basic Economy fare card with four assistant stamps; Miso remains on a separate stub. The visual describes fare availability, not a cabin division or a fare purchase. - Five airport service desks replace the cancellation rows and crossed route lines. Scroll-driven screens confirm all five cancellations; brief notes retain browser help and refund outcomes from the reviewed cancellation results. Bank settlement remains unverified. - The traveler-information scene now follows a transcript audit of all ten supplied chat exports for the five report assistants. All five collected or reused traveler details; Miso, Dots and Muse initiated airline-loyalty requests; no unprompted Known Traveler Number request appears in the supplied chats. - TSA-style checkpoints separate basic detail handling from unprompted requests. Miso’s use of saved PreCheck information is identified separately. The audit records source locations in `data/travel-profile-request-audit.json`; it contains no private message text or identity values. Reviewed profile and proactiveness scores remain unchanged. - The speed chapter spreads the two under-ten-minute assistants and three over-ten-minute assistants around a central stopwatch. A repeating rim sweep runs while the chapter is active, retaining the fixed ten-minute threshold and the reviewer’s full-flow assessment. Reduced motion keeps a static comparison. - The verdict is titled “Best overall.” Miso’s lack of Basic Economy is presented as a major budget limitation; Instinct is the fast Basic Economy alternative, with its Duffel rescheduling restriction visible. This practical alternative does not change the reviewed overall ranking. - A full table follows the scroll journey, with all five assistants side by side, observed trip outcomes, separately audited information requests, and all eight reviewed dimension scores. A “Table” contents link reaches this ordinary scrolling recap. - Round two removes the paper receipt cards from the cancellation desks, retaining the stands, cancellation screens and small refund-verification note. - Removed the bank-settlement footnote from the closing comparison table. - The opening header adds a faint globe grid, three slow flight routes and subtle destination pings. Decorative motion is hidden from assistive technology and stops for reduced-motion preferences. - A fixed, quiet mode toggle switches between the animated journey and a plain article with the same findings and comparison table. Only the selected view is mounted, and switching retains the current chapter. - Hero flight routes extend past both screen edges so planes enter and leave off-screen. - The Known Traveler Number checkpoint now includes Miso’s unprompted app-onboarding collection, supported by the accompanying report and the user’s clarification. None asked for the number over text; the article and recap table distinguish app collection from transcript requests. - The hero background removes the globe grid, route lines and destination pings, leaving six small planes moving slowly across the clean tinted header. - Removed the opening subtitle and the seat, fare, cancellation, profile-summary and speed captions requested in the six screenshots. - Mobile audit replaces the wide closing table with screen-width trip comparisons and a five-column score matrix whose assistant labels remain visible while scrolling. Phone scenes use a stable small viewport height, retain full-size text and 44px touch targets, and switch to normal flow when a pinned chapter would not fit. A separate bottom control strip prevents the mode toggle covering content. Short-phone and landscape mode switching restores the matching chapter; supporting text is enlarged and off-screen hero flights pause. - Mobile scrolling animations are restored on short and landscape phones. The top contents bar becomes a bottom drop-up alongside Article mode, with equal centered buttons. Taller visuals pan within their chapter as scroll progress advances, keeping native text size and a visible heading. The desktop contents bar and mobile comparison remain intact. - The closing mobile comparison is replaced with a single link to the existing Travel score grid, in both viewing modes. The desktop comparison remains unchanged.Read the updateAI Assistant Consumer Travel Report: October 2026
Scores come from logged runs of the published tests; see how scoring works. Nothing here is sponsored.

