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AI Workflow Foundations

AI Workflow Foundations is a practical, team-based program for research, design, product, and CX teams who are already using AI but need to define shared processes, methods and standards in order to transform their work.
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Who it’s for:

  • Research, design, product, and CX teams who want to use AI to both accelerate and deepen their work
  • Teams who see a lot of individual AI experimentation, but lack shared processes and workflows
  • Customer-centered organizations who want to be intentional about where and how to use AI to keep their work human-led and high quality

Your team will learn how to:

  • Map your real future workflow and identify where and how AI will and will not be used
  • Use automation to accelerate work and augmentation to scaffold and improve your own thought process
  • Apply AI-supported methods to research ops and synthesis, concept generation and prototyping, and stakeholder storytelling without losing quality
  • Run small, safe experiments on real work to test what adds value and decide what to implement
  • Define team guardails and standards for accuracy, quality, and ethics

Program Design:

1. Pre work (individual + team)

  • A short survey on current AI use, confidence, and goals
  • A team workflow audit mapping the current process, pain points, and opportunities

2. Workshop 1: Current state analysis (2 hours)

  • Review survey insights and align on shared goals and learning needs
  • Walk through the current workflow and prioritize the problems to solve
  • See case studies of real AI-enabled workflows and learn the core skill of thinking with AI (dialogue + evaluation)
  • Define 3-4 focused experiments to run that apply AI methods and new processes to solve the team's top problems

3. Practice week: AI experiments in real work

  • Apply selected methods to real project work
  • Use experiment briefs to document what worked, what didn't, and what was missing
  • Practice AI dialogue and evaluating AI outputs in guided individual exercises

4. Workshop 2: learning & alignment (2 hours)

  • Align on what methods and steps improved quality, speed, or collaboration (and what didn’t)
  • Define the team’s guardrails and enablers
  • Refine a future-state AI-supported workflow
  • Agree on next steps to address skill gaps and support adoption

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THE DETAILS

Typical time to results:

3-4 weeks

Quick wins:

Immediately applicable AI methods to offload tedious tasks, reduce rework, and accelerate output delivery.

Scope:

What’s included

  • Pre-work survey and workflow audit
  • Two facilitated working sessions (2 hours each)
  • A guided individual practice week to experiment with AI methods applied to real workflows
  • The Methods Playbook (23 AI-supported research/design methods)
  • AI Evaluation Toolkit (13 quality and evidence assessment methods)
  • Thinking with AI exercise to practice iterative AI dialogue
  • Future workflow documentation and next steps summary

Team impact:

  • Clearer guidance on when and how AI should be used
  • Faster synthesis without loss of rigor
  • Fewer rework cycles and less duplicated effort
  • More confidence sharing AI-supported outputs with stakeholders
  • A shared language and set of standards, methods and norms across the team

Business impact

  • More consistent insights and deliverables
  • Faster, better-supported decisions
  • Reduced operational bottlenecks
  • Increased team capacity without burnout
  • Safer, more responsible AI adoption
Selected Work

Notes From the Snack Aisle

User Research

Accelerating the innovation process with AI

Product Roadmap

Total retail transformation

Strategy

Marketplace innovation

Strategy

Rethinking a product for a smaller audience

Strategy

Increasing selling effectiveness with AI

User Research

Clarifying the next big opportunity

Strategy

Launching a community for runners

Service Design

Using personalization to drive customer loyalty

Experience Design

Making life insurance decisions simple

Strategy

Designing an omnichannel registry experience

Experience Design
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