Data + AI Perspectives

Edition 32 - November 2025

Giving Thanks for Our Clients, Our Team, and Our Technology Partners

John Harmann

John Harmann
Principal
Evolution Analytics, LLC.

Posted: November 25, 2025

As we move into the Thanksgiving season, I find myself reflecting on the people and organizations that make our work meaningful. In the world of data, AI, and analytics, technology evolves quickly, but the real progress happens through relationships: the clients who trust us, the team that brings skill and heart to every engagement, and the platform partners who help us deliver innovative, scalable solutions.

This year, I want to share my gratitude clearly and personally.

To Our Clients: Thank You for Trusting Us with Your Most Important Work

You bring us into the core of your operations and ask us to help solve problems that affect performance, customer experience, and long-term resilience. You expect solutions that are modern, practical, and aligned with your strategic goals. It is a privilege to collaborate with organizations that are willing to think boldly and embrace what is possible with the right combination of data, technology, and strategy.

To Our Team: Thank You for Your Craft and Commitment

I am grateful for our managers, solution architects, analytics strategists, and consultants. Your work requires both technical excellence and business understanding. You consistently bring both. You transform complex challenges into solutions that create clarity and impact, and that is what sets Evolution Analytics apart.

To Our Technology Partners: Thank You for Enabling Innovation

We could not deliver the results we deliver without platforms and vendors who share our commitment to excellence. Our partners give us the tools, infrastructure, and capabilities needed to build modern, AI-powered solutions at scale. Snowflake, AWS, Azure, ServiceNow, Streamlit, and others help us turn ideas into production-ready systems that serve real business needs.

Your innovation fuels ours, and we are grateful for the strong relationships and ongoing collaboration.

A Special Thanks to One Customer Who Demonstrated the Power of Collaboration

Among many meaningful engagements this year, our work with a leading managed services provider stands out. They asked a critical question:

How can we optimize our operations to improve CSAT and reduce costs?

Together, we created an AI & ML powered solution that:

  • Predicts and escalates issues more quickly
  • Helps the ops teams resolve tickets more quickly with root cause analysis and recommended solutions
  • Uses AI agents to quickly provide meaning to large amounts of text
  • Provides foundational components that serve a growing number of use cases
  • Leverages the full power of the Snowflake AI/ML stack

The impacts were substantial, and they continue to grow.

This project worked because each party brought something essential. The customer brought deep operational insights and data science expertise. Our team brought engineering, ML Ops, and Snowflake expertise. Our platform partners provided the capabilities that made the solution possible. Everyone shares knowledge and the strength of the team has grown as a result.

Looking Ahead with Gratitude and Optimism

Thanksgiving offers a moment to look back with appreciation and ahead with purpose. We are excited for the work ahead: helping organizations become AI-ready, modernize their data ecosystems, and turn data-driven innovation into measurable business value.

To our clients, our team, and our partners, thank you for your trust, your collaboration, and your commitment to building what comes next.

From all of us at Evolution Analytics, we wish you a warm and gratitude-filled Thanksgiving.

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