gaisho

Use case · Replacement parts

Finding the right refrigerator water filter

A replacement part has one correct spec and dozens of genuine, compatible and mislabeled listings. We gave the same question to Muse twice — once with gaisho connected, once without — and recorded both runs.

Muse · recorded Oct 29, 2026

Shopper asksMy Whirlpool fridge says it's time to change the water filter. The old one says 'Filter 1'.

Results

Muse with gaisho vs Vanilla Muse

Time
0:45.4
vs 6:36.6−88.6%
Tokens (incl. cache)
249,280
vs 1,010,000−75.3%
Products evaluated
110
vs 29+279.3%
Recommendations
7
vs 5+40.0%

One recorded run each, Oct 29, 2026. Change is relative to Vanilla Muse. Tokens include cache.

The two answers

Muse with gaisho

If you want zero doubt, go genuine; if you want value, the compatibles are where the money is — I checked the same Filter 1 spec across all 110 matches and looked closely at the first 15.

  • Whirlpool Genuine Filter 1 — $48.00The safe pick. Strong reviews and sold by [store] itself, so no fit or seller worry. The trade-off is paying 3 to 8 times a compatible's per-filter price.
  • Waterspecialist — $14.99Best if you need one today and don't want spares in a drawer. Solid reviews at a fair price. Trade-off: third-party seller, not genuine Whirlpool.
  • Stokk 6-Pack — $34.99 ($5.83 each)Best value if you'll keep this fridge a while — less than one genuine filter for six. Trade-off: buying years of filters upfront from a third-party CN seller.

I ruled out the pricier 3-packs at $13.33 each that gave you nothing extra, and the Kenmore 9081-first listings where Whirlpool Filter 1 wasn't the primary fit.

Vanilla Muse

If you want genuine, don't pay the $59.99 list price — the cheapest single I found is everydrop by Whirlpool Ice and Water Refrigerator Filter 1, EDR1RXD1, Single-Pack at $50.99 [at store], while Maytag Every Drop Refrigerator Water Filter 1 Purple (Pack Of 2) is the better deal long-term at $92 for 2 ($46 each).

The others in the list are the same genuine filter at $59.99, plus a much cheaper compatible 2-pack if you want to save.

Final answers, trimmed; [store] marks a hidden store name. Prices as shown in the recording on Oct 29, 2026.

What it means for your agent

  • Wider search for less

    With gaisho, Muse evaluated 110 products at about 2,300 tokens each. Browsing on its own, it evaluated 29 at about 35,000 tokens each.

  • Genuine and compatible, side by side

    The gaisho run compared the genuine filter with compatible options on per-filter price and named what it ruled out. The browsing run compared listings of the genuine filter and mentioned a cheaper compatible 2-pack in passing.

  • An answer in under a minute

    45 seconds instead of 6 min 37 s: the difference between an answer in the chat and a task the user waits on.

Watch the recording

Source: home page demo recording, Oct 29, 2026 — final scoreboard and both final answers.