01 · Diagnose
We start with a deep dive into your current reality: data, tools, constraints, and goals.
The outcome is a clear problem statement and a grounded understanding of what “good” looks like,
informed by years of working inside real retail planning stacks.
- Stakeholder interviews & workflow mapping
- Data & system discovery (what really exists)
- Quick win and long-term opportunity framing
02 · Design & Build
We design architectures, models, and pipelines that can live in production. Prototypes are built
with the end state in mind—version 1 should be something you can grow, not throw away.
- Technical designs & model selection
- Implementation in close collaboration with your team
- Clear evaluation criteria and guardrails
03 · Deploy & Iterate
Launch is the starting line, not the finish. We help you embed AI into decision-making processes
and set up the feedback loops needed to keep improving.
- Production deployment & monitoring
- Runbooks, documentation, and training
- Ongoing refinement based on real-world usage