Which listings need an AI label?

Any product photo, video or A+ Content asset that features an AI-generated person surfaced to a New York shopper. Because Amazon does not personalize its catalog by state, sellers should treat this as a marketplace-wide rule.

Does this apply to AI-generated backgrounds or props?

The New York law specifically targets synthetic performers, i.e. AI-generated humans replacing a real actor. AI-generated backgrounds, product renders and non-human elements are outside the disclosure requirement, though Amazon's own image guidelines still apply.

What is the risk of ignoring the label?

Two layers: Amazon can suppress or remove the offending image, and the New York statute exposes the advertiser to state-level enforcement. The practical near-term risk is Amazon-side image suppression, which shows up as a session-and-conversion drop before any regulatory notice arrives.

Policy Changes

Amazon requires sellers to label AI-generated people in images after NY law

Amazon is now requiring third-party sellers to label any product photo or video featuring an AI-generated person, in response to New York's S.8420-A synthetic-performer disclosure law that took effect June 9, 2026. The rule effectively applies marketplace-wide because Amazon does not personalize its catalog by state. Sellers who quietly moved to AI lifestyle models in 2025-2026 now owe an image audit before the marketplace does one for them.

MaxCOO at Nova Analytics

Jul 23, 2026 · 3 min read · 572 words

Updated July 28, 2026

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Amazon Seller Central policy notice requiring sellers to tag AI-generated people in listings and A+ content, dated July 22, 2026 — Source: Amazon Seller Central policy update, July 22, 2026.

The 3-line summary

Amazon is now requiring third-party sellers to label any product photo or video that features an AI-generated person, in response to a New York transparency law that took effect earlier this summer (CNBC, July 23, 2026).

The underlying statute is New York S.8420-A, which mandates disclosure whenever a "synthetic performer" replaces a human actor in advertising shown to New York audiences (Parker-Lambert, June 2026). Amazon is applying the rule marketplace-wide rather than by shopper geography, so any listing that surfaces to a New York shopper effectively has to comply.

Why sellers should care

AI-generated lifestyle models became the default cost-saver in 2025 and 2026. A single mid-tier private-label brand can save $8k to $15k a season by swapping studio talent for prompt-based synthetic models. That maths only works while the listing continues to convert. Adding a visible "AI" tag to a lifestyle image is a real trust variable, especially in apparel, beauty and baby, where the model face carries most of the click.

The policy also drags A+ Content and Brand Stories into scope. Any brand that quietly rebuilt its secondary images with generative pipelines in the last 12 months now owes an audit before the marketplace does it for them.

The 7-day plan

Inventory every image asset by ASIN. Split main image, secondary lifestyle, A+ modules, Brand Story panels. Flag anything produced with a generative model in the last 18 months.
Apply the AI-generated label on any asset that includes a synthetic person, following the Seller Central image guidance updated this month.
Hold a control cohort of 10 to 20 ASINs with the label off (categories with no synthetic model) and measure daily conversion delta on the labeled cohort in the two weeks following the change.
Rework the main image first if labeled conversion drops more than 5%. Swap synthetic models for real product-on-white or real UGC before touching secondary assets.

How Nova helps

Day-to-Day Analytics - track sessions, unit-session ratio and conversion by ASIN daily, so an AI-label drop shows up as a real trend, not a hunch.
Listing Health Scanner - flag listings where a conversion collapse coincides with an image update, so the audit list stays short and focused on real revenue impact.

Frequently Asked Questions

Common questions about this topic

Any product photo, video or A+ Content asset that features an AI-generated person surfaced to a New York shopper. Because Amazon does not personalize its catalog by state, sellers should treat this as a marketplace-wide rule.
The New York law specifically targets synthetic performers, i.e. AI-generated humans replacing a real actor. AI-generated backgrounds, product renders and non-human elements are outside the disclosure requirement, though Amazon's own image guidelines still apply.
Two layers: Amazon can suppress or remove the offending image, and the New York statute exposes the advertiser to state-level enforcement. The practical near-term risk is Amazon-side image suppression, which shows up as a session-and-conversion drop before any regulatory notice arrives.

Verified Sources

All information verified from official Amazon sources and trusted industry analysts as of publication date.

About the Author

Max

COO at Nova Analytics

Max leads operations at Nova Analytics, helping Amazon sellers optimize their business performance through data-driven insights and strategic automation.

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