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AI Product · 4 weeks

AutoFox

8-second pages → under 2 seconds

Reworked the production AI-image pipeline and performance-sensitive workflows for dealership teams.

0%
faster pages
0%
faster turnover
AutoFox — ai virtual showroom

What was blocking progress

  • App painfully slow — 8-second page loads
  • AI integration kept breaking
  • No proper error handling

The situation

Dealership owner wanted to build this internally but their app was painfully slow and the AI integration kept breaking.

What we fixed

Optimized the database structure, rebuilt workflows for better performance, integrated Replicate for AI image processing, and added proper error handling for the API calls.

  • Optimized database structure
  • Rebuilt performance-sensitive workflows
  • Integrated Replicate for AI image processing
  • Added proper error handling for API calls
AI workflow — dealership photos processed into studio-quality imagery.
Output — production-ready vehicle visuals generated automatically.
Dealer dashboard — inventory management with AI-processed imagery.
Batch processing — multiple vehicles handled in a single session.

Technical challenge

The AI image pipeline had to handle large vehicle photos, process them through Replicate models for background removal and enhancement, and return production-quality results within seconds.

The result

Page load times dropped from 8 seconds to under 2. Dealers produce visuals in under 5 minutes per vehicle. 25% improvement in inventory turnover.

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