Fixed-scope architectures for AI deployment and commerce infrastructure.
We focus on shipping production-ready systems. Every engagement is structured as a fixed-scope project with defined deliverables, a clear timeline, and a complete source-code handover.
Pilot Program: The Style Engine
Scope: 90-Day Sprint
This program is designed to validate Generative AI within your ecosystem without disrupting core operations. I deploy a pre-configured version of my proprietary “Cold Start” engine to demonstrate immediate utility using your actual data.
- Deployment: Implementation of the multi-agent system with Tiered Output Logic (Standard vs. Premium).
- Visual Engine: Configuration of the Character-Consistent pipeline (4-Angle View) and Generative Video assets.
- Integration: Connection of the reasoning layer to your Live Product Database.
- Outcome: A live, production-ready AI environment operating on your data in 12 weeks.
Infrastructure Modernization: Data Orchestration
Scope: 3-6 Month Engagement
AI models are only as effective as the data they access. This engagement focuses on the “plumbing”—preparing legacy infrastructure for the Generative AI era. I re-architect your data flow to connect inventory logic directly to the inference layer.
- ETL Engineering: High-volume data bridges for Adobe Commerce (Magento) and Shopify Plus.
- Logic Injection: Connecting Amazon FBA stock levels to AI decision-making protocols.
- Vector Indexing: Structuring product catalogs for Retrieval-Augmented Generation (RAG).
- Outcome: Static legacy data is transformed into a machine-readable asset ready for scaling.
Custom Development: Proprietary Agent Systems
Scope: 12-Month Partnership
For organizations building a competitive moat through proprietary IP, I architect and build bespoke, multi-agent systems that automate complex specific back-office or front-facing tasks.
- Custom Architecture: Bespoke systems for Visual Search, Supply Chain Prediction, or Automated Merchandising.
- IP Transfer: Full source code handover upon completion.
- SLA & Support: Licensing and architectural oversight for the first year of operation.
- Outcome: Ownership of a proprietary software asset that competitors cannot replicate.
Feasibility Audit
Quality Control: To ensure successful delivery, I limit active engagements to a small number of concurrent projects. Every partnership begins with a technical review to ensure the proposed architecture aligns with your operational goals.