Production Challenge
Baseline Visual Bottleneck
Sales reps pitching fleet wraps needed instant photorealistic proofs of a prospect’s logo on box trucks and vans.
Serverless Automation · Logistics, Beverage & Out-of-Home Fleet Branding
Automated Commercial Fleet & Truck Livery Mockup Engine
110-output automated n8n + diffusion pipeline wrapping client logos and product artwork onto commercial delivery trucks in real environments.
Verified Outcome Metric
110 commercial vehicle branding mockups generated automatically in minutes.
Deterministic Pipeline Architecture
Engineered Solution
Automated perspective UV wrap + ComfyUI outdoor lighting integration triggered end-to-end via n8n.
Interactive Plate Inspector
Compare multi-shot continuity & lighting fidelity.
Archive Gallery (5 High-Res Plates)
Extracted production deliverables.
Explore Serverless GPU Deployment for ComfyUI & Diffusion Pipelines Spec →Read Engineering Case Study →
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