All sample reports
SpotifyConsumer subscription · September 3, 2026

Study results

Recommendation report

6 of 8 target-named decisions recommended a trial; 8 selected the product beyond trial.

ChatGPTClaudeGeminiGrok
Selected the product8/8

Selected beyond trial

target-named paths
Found unprompted
8/8

blind paths

Understood
15/16

paths that encountered the product

Trusted
15/15

paths with a trust judgment

Considered
15/16

completed paths

Summary & study details 16 completed decisions

Of 16 completed agent paths, 15 selected the product beyond trial and 10 recommended a trial. 8 of 8 unprompted paths found the product.

Each signal is measured independently, using the population shown. These are not steps in a conversion funnel.

Found unprompted
The submitted product appeared when the participant was not told its name or URL.
Understood
The observer found a clear understanding of the product and its job.
Trusted
The participant found enough credibility to proceed without a trust blocker.
Considered
The final outcome kept the product on the shortlist or selected it.
Selected
The participant chose the submitted product.
Study notesScope and limits

What was
observed.

The appendix preserves the natural requests, surfaced pages, ordered trace records, and citations behind the findings.

Agent decisions
16/16

complete panel

Buying situations
4

Repeated across models

Generated
Sep 3, 2026

Snapshot in time

Reference inventory
2

Pages compared with decision paths

Decision indexDecision index: recommended for adoption = 100, conditional or unclear = 50, not recommended or not considered = 0. Trial recommendations are reported separately and never overwrite the participant's adoption stance.

Limits

Consumer agent harnesses use proprietary system prompts, routing, memory, and tool policies. Agentzia samples declared models and research tools rather than claiming bit-for-bit product reproduction.

Participant research tools use provider defaults without Agentzia-imposed search-result, page-count, or fetched-page token limits. Provider defaults and hidden consumer-product policies may still differ.

Models and public search indexes are dynamic, so this report is auditable rather than bit-for-bit replayable.

The participants and observer were given 2026-09-03 as the current UTC date and en-US as the locale.

16 participant traces have citation-level fidelity; provider-observed exact search queries and opened pages are unavailable.

The Grok client proxy used Grok 4.6 through [internal research gateway redacted] web research rather than the complete consumer Grok harness and X search policy.

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