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Why do results look closer to my references sometimes?

The system weighs references based on how strongly they influence [...]

By Tushar Mehta|2026-02-12T13:27:34+00:00February 10, 2026|Generation|
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Will references be copied exactly?

Not usually. References guide direction, not exact replication.

By Tushar Mehta|2026-02-12T13:27:47+00:00February 10, 2026|Generation|
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What should I do if results are weak?

Try: - simplifying your instructions - regenerating - refining a [...]

By Tushar Mehta|2026-02-12T13:29:09+00:00February 10, 2026|Generation|
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Why do results look different from each other?

Each variation explores a different creative direction so you can [...]

By Tushar Mehta|2026-02-12T13:29:16+00:00February 10, 2026|Generation|
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What should I write in the chat box?

Describe what you want in plain english. Include context like [...]

By Tushar Mehta|2026-02-10T14:58:08+00:00February 10, 2026|Generation|
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How long does generation take?

Most generations complete in a few seconds to under a [...]

By Tushar Mehta|2026-02-12T13:29:44+00:00February 10, 2026|Generation|
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ShopOS is an AI-native creative content OS for modern ecommerce & fast-growing DTC brands. Helping them with creating content for product display pages, catalogs, social media, ads and more.

For more information, write to us at hi@cms.shopos.ai

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