← All casesCS—004 · RESULTS DOSSIER

Creative Machine: AI Automation of Full Ad Asset Sets

Case No.
CS—004
Sector
Fashion & Retail
Scope
Content Generation · Automation · Complete Platform
Stack
Tess AI · React & TypeScript · Supabase · Google Drive API
10x
increase in production capacity
90/day
creatives generated per day
-60%
reduction in cost per set
01 / The Challenge

The apparel brand faced a production bottleneck in creating promotional material: catalog and social images were produced through 100% manual processes. The challenge was scaling to 10 new prints per day, which required manually creating 90 graphic pieces a day in different formats. Without an automated flow, marketing lost speed and the operating cost per piece kept climbing.

”— FIELD NOTE
Turn a slow, manual creative process into a scalable digital production line.
02 / The Solution

We built the Creative Machine, a custom web platform with generative AI that automates the full design cycle: a guided 6-step wizard, requiring no technical knowledge, produces 3 distinct image types (Artistic, Studio, and Still) in 4K, with individual regeneration by category, smart cropping, and organized storage in Google Drive.

S.1
Agent Architecture
3 specialized AI agents for Artistic, Studio, and Still styles.
S.2
Orchestration Pipeline
n8n workflows for image processing and Google Drive integration.
S.3
Operation Interface (Wizard)
React platform for uploading references, editing briefings, and real-time previewing.
S.4
Resizing Engine
Adaptive cropping converting 4K generations to 800x820, 1080x1350, and 1080x1920 formats.
S.5
Cost Optimization
Re-engineering that reduced AI credit consumption by more than 50%.
← All casesCS—004 · RESULTS DOSSIER

Creative Machine: AI Automation of Full Ad Asset Sets

Case No.
CS—004
Sector
Fashion & Retail
Scope
Content Generation · Automation · Complete Platform
Stack
Tess AI · React & TypeScript · Supabase · Google Drive API
10x
increase in production capacity
90/day
creatives generated per day
-60%
reduction in cost per set
01 / The Challenge

The apparel brand faced a production bottleneck in creating promotional material: catalog and social images were produced through 100% manual processes. The challenge was scaling to 10 new prints per day, which required manually creating 90 graphic pieces a day in different formats. Without an automated flow, marketing lost speed and the operating cost per piece kept climbing.

”— FIELD NOTE
Turn a slow, manual creative process into a scalable digital production line.
02 / The Solution

We built the Creative Machine, a custom web platform with generative AI that automates the full design cycle: a guided 6-step wizard, requiring no technical knowledge, produces 3 distinct image types (Artistic, Studio, and Still) in 4K, with individual regeneration by category, smart cropping, and organized storage in Google Drive.

S.1
Agent Architecture
3 specialized AI agents for Artistic, Studio, and Still styles.
S.2
Orchestration Pipeline
n8n workflows for image processing and Google Drive integration.
S.3
Operation Interface (Wizard)
React platform for uploading references, editing briefings, and real-time previewing.
S.4
Resizing Engine
Adaptive cropping converting 4K generations to 800x820, 1080x1350, and 1080x1920 formats.
S.5
Cost Optimization
Re-engineering that reduced AI credit consumption by more than 50%.