About Us

Phase 2

Phase II – Data Understanding

🔍 Make Your Data Work for You

Even the most powerful AI models can't generate value without the right data — and many organizations don’t know what usable data they actually have.
Phase II – Data Understanding, part of the CPMAI methodology, focuses on identifying, assessing, and aligning your existing data with your business priorities.

🎯 Common Challenges We Address

  • Lack of clarity on what data exists, where it lives, or who owns it
  • Misalignment between available data and strategic goals
  • Siloed systems or limited data interoperability
  • Concerns around data quality, bias, or compliance risk

🛠 Our Service: Data Discovery & Alignment Assessment

Duration: 2–3 weeks (fixed-scope)
Format: Stakeholder interviews + structured data inventory process

We collaborate with your team to:

  • Catalog internal and external data sources tied to your use cases
  • Profile data samples for structure, completeness, and quality
  • Clarify data ownership, access, and potential gaps
  • Recommend quick wins to align current data with AI goals

📈 What You'll Receive

  • A Data Inventory Map showing systems, sources, and data owners
  • A Data Quality Snapshot across five key dimensions
  • A Risk & Opportunity Heat Map aligned to your top use cases
  • Strategic recommendations for Phase III – Data Preparation

📚 Grounded in Proven Practice

This assessment is built on CPMAI Phase II and informed by:

  • PMP® / PMI-ACP® stakeholder engagement methods
  • CRISP-DM best practices for data exploration
  • 20+ years of hands-on experience in healthcare and ERP data environments

✅ Is This for You?

You’ll benefit from this service if you:

  • Aren’t sure whether your data is AI-ready
  • Feel stuck waiting for “perfect” data to appear
  • Need clarity and direction before moving to model development

📅 Ready to Move Forward?

Discover the data you have — and what you can do with it.
Schedule a discovery call or book your Data Understanding Assessment today.
👉 Start where you are. Build with confidence. Move forward with clarity.

Contact Us

Let’s Connect

Have questions or want to discuss how CPMAI can work for your team? Fill out the form below, and we’ll get back to you promptly to explore next steps together.

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