Signal

Earn endorsement, never self-label sponsored

Agents reportedly penalize a self-applied 'Sponsored' tag and reward legitimate platform endorsements, so the durable play is earning genuine editor's-pick or verified-seller status, not faking badge markup.

AffectsChoiceEvidenceReportedConfidenceHighImpact3/3Last verified

Per-platform status

Where a platform documents relevant behavior, its status and source are shown. Undocumented platforms show "unknown" - honest unknowns, never invented.

PlatformStatusNotesSource
ChatGPTUnknownNot documented by this platform.-
Gemini / Google AI ModeUnknownNot documented by this platform.-
PerplexityUnknownNot documented by this platform.-
CopilotUnknownNot documented by this platform.-
ClaudeUnknownNot documented by this platform.-

Evidence and sources

This signal is typed reported (High confidence).

How to act on this

Remove any self-applied sponsored/ad styling from agent-visible pages and pursue only endorsement or verified-seller programs you genuinely qualify for.

Notes

The penalty is not a fixed quantity. A 2026 choice experiment reports that naming a platform rather than a shopper as the agent's principal significantly weakens both the penalty and the skepticism a disclosure triggers in the agent's reasoning, which means the same label is read differently depending on who deployed the agent. Stricter wording lowers paid selection but does not close that gap. Controlled simulations, not measured real-world sales.

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