What changed with Qloo?

Same shelf. Same tastes. Same constraints.

Known items and low coverage

Two selection policies using the same shelf and tastes. The Qloo agent receives ranking tools; the catalog-only model receives a different context and policy. This is not a matched model comparison.

Choices

With Qloo: The frozen constraints need more eligible favourites.

Without Qloo: The frozen constraints need more eligible favourites.

film

Selection incomplete

With Qloo

No selection

Without Qloo

No selection

book

Selection incomplete

With Qloo

No selection

Without Qloo

No selection

artist

Selection incomplete

With Qloo

No selection

Without Qloo

No selection

Evidence

Technical details

Source: live · Model: claude-haiku-5-5 · Run: 2026-10-20T03:39:47.173Z

Metadata: 0ba5e0dfec7759c8fbe466d2d184f647db7276fe4d90f7989b9486a3b88a4976 · Configuration: 5945bad175c8ff1ec247a68bc85c13d4097bdfac9b75767a40e467fcba312bf7

model: claude-haiku-5-5
baseline: catalog-only model
steps: 4
totalInputTokens: 32000
totalOutputTokens: 4096
inputTokens: 8000
outputTokens: 1024
deadlineMs: 45000
reservationUsd: 0.02
maxRetries: 0

With Qloo

0 ms · Reserved $0.00 · 2026-10-20T03:39:47.170Z

Without Qloo

0 ms · Reserved $0.00 · 2026-10-20T03:39:47.171Z

Signals: Spirited Away, The Little Prince, Bon Iver

Exclusions: 1FEAADCD-E6C3-456D-8FFA-7C1DFF5A4189, 5716873A-2BC5-42C2-ADE1-2C6700F1D4D2, 4A176261-3FB2-4479-BA7D-A34DEC79AECA, 9B33A620-68CA-49B3-BFCF-F09CCF8AD595, EF9FE530-A3E4-44EB-B593-CD150B81D36E, E51DB8F2-7A93-4746-A283-E55B5216FDE1

Locks: None

Actual billing and recipient preference have not been measured.

Different choices do not prove better choices.

All cases

Opening comparison…