Approach

Serious about rigor. Obsessed with shipping.

TAI Analytics is a boutique AI consultancy with hands-on experience implementing planning and analytics systems for large retailers and brands. The work sits at the intersection of merchandising, supply chain, and data engineering.

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

What we believe

Impact over novelty

We favor approaches that measurably move metrics, even if the underlying method is “boring” by conference standards.

Transparency over magic

Executives and operators should understand how a system works, when to trust it, and when to override it.

Partnership over hand-offs

We work alongside your team, not off in a corner. The goal is capability you own, not a black box you rent.