KnitwellTechpack Atelier
Knitwell Group · Product Development · SS27

From trend sketch to techpack, stitched by five agents.

Each agent owns one craft — trend, vision, sourcing, costing, documentation — and hands a clear package to the next. You approve at every seam.

Open sketch library View projects
The orchestration
  1. sketch →
    Agent 01
    Trend Scout

    Handed off

  2. attributes →
    Agent 02
    Vision Analyst

    Handed off

  3. fabric →
    Agent 03
    Fabric Sourcer

    Handed off

  4. scenario →
    Agent 04
    Scenario Planner

    Handed off

  5. Agent 05
    Techpack Composer

    Handed off

Who does what — and what they pass on

Agent 01
Trend Scout

Generates trend-led sketches from your brief and curates the 100+ sketch library.

Reads
Trend signalsYour briefSketch library
Hands off
Selected sketch →
Agent 02
Vision Analyst

Identifies garment type and extracts construction attributes from the sketch.

Reads
Sketch image
Hands off
Garment attributes →
Agent 03
Fabric Sourcer

Searches the fabric & trims library and ranks the best matches.

Reads
AttributesFabric libraryTrims library
Hands off
Chosen fabric →
Agent 04
Scenario Planner

Costs value, balanced and premium options against Knitwell cost history.

Reads
Chosen fabricTrimsCost history
Hands off
Chosen scenario →
Agent 05
Techpack Composer

Consolidates every source into a factory-ready techpack.

Reads
All agent outputs
Hands off
Techpack + PDF →
100+ sketches

Trend library across 10 SS27 directions — Minimalist 90s, Quiet Luxury, Neo-Prep and more — plus anything you generate.

24 fabrics · 18 trims

Knitwell's approved mills and trim suppliers with price, MOQ, lead time and certifications.

60 costed styles

Six seasons of landed-cost history across Talbots, Chico's, WHBM, Soma and Haggar.

Gemini Enterprise