Use cases
Shopping questions, answered with and without gaisho.
Each case is one recorded run per side: the same agent, the same question, gaisho connected or not.
Price rangeNov 5, 2026 · Claude
Is $450 a good price for a hybrid mattress?
“I'm looking at a 12-inch queen hybrid mattress from a brand I don't recognize for $450. Is that cheap or pricey for a hybrid, and what would spending around $800 get me instead?”
- Time
- 1:17.5
- vs 2:46.9
- −53.6%
- Cost
- $0.39
- vs $0.50
- −20.8%
- Tool calls
- 14
- vs 24
- −41.7%
Replacement partsOct 29, 2026 · Muse
Finding the right refrigerator water filter
“My Whirlpool fridge says it's time to change the water filter. The old one says 'Filter 1'.”
- Time
- 0:45.4
- vs 6:36.6
- −88.6%
- Tokens
- 249,280
- vs 1,010,000
- −75.3%
- Products
- 110
- vs 29
- +279.3%
Home appliancesOct 22, 2026 · Muse
Choosing a robot vacuum for a home with cats
“What are some good robot vacuums for a home with two cats? It's mostly hardwood floors with a couple of rugs.”
- Time
- 1:07.0
- vs 7:14.5
- −84.6%
- Tokens
- 556,620
- vs 5,119,228
- −89.1%
- Tool calls
- 8
- vs 14
- −42.9%
BeddingOct 22, 2026 · Muse
Finding queen percale sheets that fit a 16-inch mattress
“Queen sheet set, 100% cotton percale, deep pockets that fit a 16-inch mattress, under $80.”
- Time
- 1:09.9
- vs 11:40.6
- −90.0%
- Tokens
- 560,090
- vs 5,892,413
- −90.5%
- Tool calls
- 8
- vs 17
- −52.9%
With gaisho first, the run without it second. Each case says how it was recorded.