By trade
What decides the pick
AC and heating repair
How AI assistants choose an HVAC company
Most common reason: licenses and credentials, 70% of picks.
684 answers
See whyPlumbing
How AI assistants choose a plumber
Most common reason: speed and availability, 52% of picks.
87 answers
See whyGarage door repair
How AI assistants choose a garage door company
Most common reason: speed and availability, 71% of picks.
42 answers
See whyMoving
How AI assistants choose a moving company
Most common reason: reviews and ratings, 83% of picks.
36 answers
See whyWater damage restoration
How AI assistants choose a water damage company
Most common reason: speed and availability, 66% of picks.
32 answers
See whyGeneral dental
How AI assistants choose a dentist
Most common reason: price and financing, 91% of picks.
11 answers, still filling in
See whyElectrical panels and EV chargers
How AI assistants choose an electrician
Most common reason: licenses and credentials, 100% of picks.
11 answers, still filling in
See whyPersonal injury law
How AI assistants choose a personal injury lawyer
Most common reason: reviews and ratings, 60% of picks.
10 answers, still filling in
See whyKitchen and bath remodeling
How AI assistants choose a remodeler
Most common reason: reviews and ratings, 70% of picks.
10 answers, still filling in
See whyRoofing
How AI assistants choose a roofer
Most common reason: licenses and credentials, 67% of picks.
9 answers, still filling in
See whyPest control
How AI assistants choose a pest control company
Most common reason: price and financing, 89% of picks.
9 answers, still filling in
See why
By assistant
Each assistant weighs something different
How Grok Bot picks
Top reason: licenses and credentials, 91% of picks.
316 answers in 70 markets
See how it picksHow Meta Muse picks
Top reason: reviews and ratings, 69% of picks.
340 answers in 156 markets
See how it picksHow Instinct picks
Top reason: price and financing, 65% of picks.
357 answers in 106 markets
See how it picks
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