AI Workflow

TOYOTA AI PIPELINE

RAPP · Associate Creative Director
AI WorkflowScalable Production

Built and led an AI-assisted production workflow that transformed engineering sketches, reference parts, and technical source material into product-correct campaign imagery at scale.

Toyota AI Pipeline hero

PROBLEM

Toyota needed product-correct lifestyle imagery for thousands of parts and accessories that had never been photographed.

SOLUTION

Designed an AI-first pipeline that turns engineering drawings and reference parts into photorealistic, brand-accurate imagery.

IMPACT

Enabled scalable content production for multi-channel uses, reducing production lift while maintaining Toyota's quality, accuracy, and brand standards.

PROCESS

01

TECHNICAL SOURCE

Engineering sketches and reference parts.

Step 01
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02

AI RENDER

Separate product passes built to spec.

Step 02
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03

COMPOSITE

Context, lighting, and brand realism.

Step 03
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04

VARIATIONS

Final selects and scalable campaign variations.

Step 04

WORKFLOW IN ACTION

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SELECTED OUTPUTS

Output 1
Output 2