Applied AI for Fashion, Footwear & Apparel
Autonomous workflows for fashion, footwear, and apparel supply chains.
Meet Frank – our collective set of specialized AI agents. In the age of agentic AI, experience is everything. We have been developing, training, and deploying these swarms long before it was a buzzword.
We don’t just build technology; we deliver measurable business impact. Our agentic workflows eliminate thousands of hours of manual data entry, accelerate time-to-market, and protect product margins—turning unstructured supply chain chaos into scalable, defensible automation.
Why We Build
Delivering Measurable Business Outcomes.
Executive buyers don’t buy AI. They buy speed, compliance, and margin protection. Our agentic architecture is explicitly designed to drive these four pillars of ROI.
Accelerated Time-to-Market
Agents cut weeks out of the pre-commercial development phase by running parallel sourcing, costing, and compliance tracks instantly.
Bulletproof Compliance
Mitigate brand risk. Guarantee that 100% of nominated suppliers meet ESG and Worldly compliance before any purchase orders are cut.
Margin Protection
Standardize unstructured material quotes across your entire Tier 1 and Tier 2 network to prevent maverick spend and improve negotiation leverage.
10x Team Leverage
Empower your existing talent. Allow your product and sourcing teams to handle exponential SKU and volume growth without adding headcount.
The Problem & Our Pedigree
Innovation and margins are lost before the season even begins.
Always-On Scouting
Agents continuously pulse T1 & T2 catalogs, routing innovations directly to designers.
Deep Domain Fluency
We speak BOMs, Tech Packs, PLM attributes, and Tier 2 compliance natively.
Confident Pre-Decisions
Equip PD teams with instant modeled feasibility and cost impact before the brief locks.
Surgical Application
Targeting the 20% of unstructured tasks that cause 80% of seasonal delays.
The Sourcing Timeline
Where agents actually make a difference.
Pre-Season
Innovation Pulse
Always-On Agent Scouting
Surfacing T1 & T2 innovations year-round for early pre-decisions.
The Agentic Strike Zone
High Leverage
Material Discovery
Formal execution & brief alignment
Costing & Compliance
High negotiation power
PO ISSUED
Costs & Risk Locked
Low Leverage
Bulk Production
Logistics & Delivery
Our Flagship Implementation
The Material Exchange Hub.
To prove the capability of our agentic architecture, we built the world’s most advanced pre-commercial sourcing platform for fashion, footwear, and apparel. It replaces unstructured parallel evaluations with autonomous workflows.
The Traditional Approach (Broken)
- Humans manually chasing 100s of suppliers
- Data fragmented across email, chat, and spreadsheets
- Capability and compliance checks done retrospectively
The Agentic Approach
- Agents autonomously scope, screen, and audit suppliers
- Unstructured quotes mapped to standardized cost models
- Humans step in only for strategic approvals and final nominations
How Agents Bridge The Gap
Human: Sets Design Intent
Frank’s Swarm Execution
Frank orchestrates agents to negotiate, discover, verify certificates, and track samples in parallel across the network.
Discovery
Costing
Compliance
Human: Approves Nomination
Our agents don’t replace humans. They structure the logic and data that empower them.
Our Agent Library
Meet Frank: The Collective Swarm.
Intent Agent
Brief Translation
Takes high-level brand strategy or human text prompts and translates them into structured, machine-executable development briefs.
Discovery Agent
Network Exploration
Scouts closed or open supplier networks for viable materials, screening automatically for initial capability and basic constraints.
Onboarding Agent
Frictionless Data Capture
Interacts with suppliers via email or WhatsApp to chase facility profiles, parse PDF certificates, and map unstructured data into the central hub.
Logistics Agent
PHYSICAL ROUTING
Tracks physical material sample requests, proactively flags delays based on lead times, and handles cross-border routing logic.
Costing Agent
Commercial Normalization
Ingests messy, inconsistent raw material quotes (Excel, PDF, Text) from various T1s and normalizes them into “apples-to-apples” cost models.
Decision Agent
Risk & Policy Validation
Evaluates ESG compliance (via our official Worldly partnership), verifies claims against live databases, and blocks nominations that violate brand policy.
Deployable Architecture
Workflows We Can Spin Up Today.
You don’t need to build agentic infrastructure from scratch. Because we’ve been building these systems long before they were a trend, Frank comes with proven, ready-to-deploy agent swarms that can be customized to your specific operational bottlenecks in weeks.
- The Sourcing &
Discovery Autopilot
Trigger: Brand team drops a brief into a monitored folder.
Business Impact: Business Impact: Reduces sourcing cycle times by up to 40%.
Intent Agent
Parses unstructured brief into specs
Discovery Agent
Finds 5 matching T2 suppliers
Onboarding Agent
Emails them to confirm capabilities
Vetted Shortlist Appears in PLM
- Zero-Touch Compliance Audit
Trigger: Scheduled system check detects 50 supplier certificates expiring in 30 days.
Business Impact: Eliminates 100% of manual certificate tracking and prevents non-compliant POs. Onboarding Agent
Auto-emails T2s for new certs
Vision Parsing
Extracts data from returned PDFs
Decision Agent
Validates claims against Worldly API
Risk Dashboard & ERP Automatically Updated
- Intelligent Cost Normalization
Trigger: T1 factory sends an email with 20 mixed Excel/PDF material quotes in varying formats.
Business Impact: Recovers 3-5% in material margin through normalized “apples-to-apples” comparisons. Costing Agent
Extracts & standardizes costs
Decision Agent
Flags margin anomalies vs historicals
API Gateway
Prepares payload for target system
Apples-to-Apples Matrix Ready for Negotiation
Customer Stories
Agents in Action.
Real-world implementations of our agentic workflows solving massive operational bottlenecks for the world’s leading brands.
Customer Story 01
Agentic Orchestration for a US Footwear Giant
The Challenge: Exploding SKU counts in their accessories division left product teams drowning in spreadsheets. They lacked a mechanism to track hundreds of T2 component developments in parallel.
The Agentic Solution
We deployed a Discovery Agent for the Product development team to track the latest innovations and ensure the T1 and T2 suppliers were keeping up with brand direction.
The Outcome
Drastic reduction in manual coordination between the Design and PD team and significant reduction in development time, along with unprecedented understanding of T1 and T2 capabilities.
Swarm Impact
Visibility into T2 Development
Spreadsheets for Tracking
Faster to “Nomination Ready”
Swarm Impact
Active Internal Users
Nominated Material Visibility
Centralized Hub
Customer Story 02
AI-Powered Material Discovery for a European Multi-Brand
The Challenge: A major European brand group with diverse apparel brands struggled to manage pre-nominated fabric libraries for use within CLO 3D, while ensuring these materials remained seamlessly accessible to their T1 factories.
The Agentic Solution
We implemented a centralized database of materials powered by natural language AI search and image recognition, allowing designers to intuitively search, discover, and leverage materials directly within their workflows.
The Outcome
Unified their material strategy and enabled 400+ internal users (including 3D designers) to confidently utilize pre-vetted, compliant digital assets.
Swarm Impact
Active Internal Users
Nominated Material Visibility
Centralized Hub
Official Industry Partners
SEAMLESS ORCHESTRATION
Agents that operate from the systems you already trust.
- Trigger complex, multi-agent workflows without leaving your PLM.
- Agents parse incoming unstructured data (emails, PDFs) and sync it cleanly back to your core database.
Your PLM / ERP
REST API
Frank’s Swarm
> POST /api/v1/trigger_discovery
200 OK
> Agent parsing Supplier Emails…
Active
> Writing Structured Data to PLM
Success
The Agentic Advantage
Zero friction for your supply chain partners.
Safe Agentic Deployment.
Enterprise-grade architecture designed specifically to protect proprietary network data and ensure human accountability.
Walled Gardens
Your agents operate exclusively within your dedicated environment. Your proprietary supply chain map and pricing data are completely walled off.
Zero LLM Training
Your data is yours. We strictly guarantee that your proprietary intelligence is never used to train underlying foundational models.
Human-in-the-Loop
Agents gather, structure, and recommend—but humans hold the keys. Final execution commands always require human sign-off.
Discovery Workshops
Analyze, optimize, and automate.
1. Analyze
We deeply map your existing T1 and T2 communication, uncovering hidden inefficiencies in your sourcing lifecycle.
2. Optimize
We restructure your data flows and SOPs to ensure your processes are ready for autonomous acceleration.
3. Automate
We assign specialized agents to the most tedious tasks, freeing your team to focus on strategic execution.
Superpowered Teams
Our goal is never to replace your experts. We give your people the leverage to manage 10x the development volume without burning out, keeping them firmly in control.
Material Agnostic Workflows
- Components
- Trims
- Accessories
- Materials
- Packaging
Lead The Change
Let’s explore the outcomes you need to drive.
Stop pitching “AI” to your leadership and start pitching measurable business impact. We equip internal champions with the exact ROI models, pilot frameworks, and real-world examples needed to build consensus and transform your brand’s supply chain.
See Live Examples
We’ll walk you through active swarms solving complex costing, discovery, and compliance bottlenecks for brands like yours.
Build Your Business Case
Get the data, cost analysis, and implementation timelines you need to win executive buy-in for an agentic pilot.