Building an A3 Process Improvement App with Claude

Donald TuckerDonald Tucker
2 min read

I recently built an interactive A3 process improvement app using Claude Sonnet 4 - and here's the interesting part: the app itself uses Claude's API to analyze completed A3 documents. It's essentially Claude helping to build a tool that leverages Claude's capabilities. This meta-approach opened up fascinating possibilities for creating intelligent, self-improving applications.

This was a new feature released by Claude.

Image of the A3 app on Claude

Implementing the A3 Methodology

The app covers all eight essential A3 steps:

  1. Background - Current situation context

  2. Problem Statement - Specific problem definition

  3. Current State Analysis - Detailed process examination

  4. Target State - Ideal future vision

  5. Root Cause Analysis - Underlying cause identification

  6. Countermeasures - Proposed solutions

  7. Implementation Plan - Execution strategy

  8. Follow-up Plan - Monitoring and sustainability

Each step includes thoughtful prompts and placeholders to guide users toward comprehensive responses.

App Output

The app provides an analysis of the sections and produces an executive summary, key findings, strengths, recommendations, and risk assessment.

Impressions

Prompt Engineering is Critical - The quality of AI analysis depends heavily on structured prompts. I found that explicitly requesting JSON format and providing examples dramatically improved response consistency.

Iterative prompts - It took a few iterations after the first design to help tweak the app but the initial design was very good.

This project represents a fascinating development pattern: using AI to build AI-powered applications. Claude helped design the interface, implement the functionality, and now provides the analytical intelligence that makes the tool valuable.

Check out the A3 app on Claude here

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Written by

Donald Tucker
Donald Tucker

I am an Industrial Engineer utilizing the power of python to gain deeper insights in data. I am currently learning Deep learning with TensorFlow