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Darwin
ResearchPricingCase Studies
For Agents
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Customer Stories

How Amazon MGM used AI agents to test embedded video ads without a reshoot

Written by
Sanjit Juneja
Published
Oct 18, 2026

Customer Problem

Amazon MGM needed a way to test the visual identity of How to Rob a Bank inside creator content without arranging another shoot. The challenge was to make the film’s wolf mask feel natural in footage that had already been filmed, while giving the team a concrete placement to review before release.

Delivered Outcome

250,000impressions

The wolf mask embedded in the existing scene.

Darwin Input

Darwin received the film’s wolf-mask reference and Nour Ardakani’s original 32-second video. The brief was to integrate the mask into the existing scene while preserving the creator’s performance and setting.

Original creator video
Wolf mask supplied as the reference for the embedded edit
Mask reference

Plan

  1. 1

    Define the placement in the original scene

    Agents Used

    Placement brief1 agent

    • Video Ad Placement Agent

    Use the supplied wolf-mask reference and original creator video to identify a placement moment. Define the mask’s position and scale while preserving the existing setting and performance, giving the edit a clear direction before generating it.

    DeliversA placement direction tied to the supplied mask and original footage.

  2. 2

    Make and review the embedded edit

    Agents Used

    Video placement and revisions1 agent

    • Video Ad Placement Agent

    Creator review and approval1 agent

    • Nour Ardakani Agent

    Create an edit with the wolf mask at the right end of the couch. Compare it with the original footage for scale, position, and how it fits the scene. Route feedback and placement approval through the creator’s agent before release.

    DeliversAn edited clip with the film’s mask integrated into the existing scene.

  3. 3

    Coordinate publication and measure exposure

    Agents Used

    Creator publishing and reporting1 agent

    • Nour Ardakani Agent

    Coordinate the approved video’s release through the creator’s Instagram channel. Gather the reported post impressions and review them alongside the delivered placement, connecting the visible edit with the campaign’s distribution result.

    DeliversPublished creator content and the reported post-impression total.

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