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Workflow inefficiency is a coordination problem.

At its core, it is an interoperability gap between systems, teams, and data.

The cost of this problem does not show up in one system.

It shows up in every delay, handoff, and rework across the workflow, slowing execution, increasing cost, and breaking traceability.

  • Test configurations do not match machine requirements

  • Data must be reformatted before it can be used

  • Results are not traceable to original assumptions

  • Teams operate on slightly different versions of truth

Most organizations do not measure this because it lives between systems.

With Contextualize you can measure your workflow cost and compare it to what it could be with Contextualize’s infrastructure layered on top of your existing systems.

Cost Comparison Model
See Coordination Infrastructure in Action

See how DEXR’s coordination works in a real workflow

Watch independent systems execute and work together without manual handoffs, rework, or forced integrations.

Powered by DEXR (Data Exchange Registry), our coordination layer enabling interoperability across existing systems. Proven in complex manufacturing and R&D environments.

This is what eliminating coordination overhead actually looks like.

Run this on one of your workflows in 30 days.

See where your workflows are breaking and what it is costing you. Fix it without changing your systems.

Start with one workflow. No enterprise commitment.

In your first workflow, you will:

• Expose where work stalls between systems

• Quantify the cost of delays, rework, and handoffs

• Run the same workflow with coordination in place and compare results

Start Your 30-Day Pilot

No system replacement. No forced integrations. Works with what you already have.

What works in one workflow becomes a scalable coordination layer across your organization.

See How This Scales Across Your Organization

  • Contextualize enables your teams to capture and operationalize expertise—without overhauling your existing architecture. Our infrastructure layers on top of your existing systems and data, enabling knowledge to be reused, scaled, and enriched over time. As new sources are added, insights deepen, collaboration improves, and your organization becomes smarter with every interaction.

  • Contextualize unifies structured and unstructured data across your organization—capturing critical expertise without disrupting existing systems. Turn fragmented information into contextual intelligence that accelerates decisions, reduces risk, and drives innovation.

  • In a world where data is currency, trust and governance are non-negotiable. Contextualize’s infrastructure seamlessly layers with existing access controls, ensuring that data policies are never bypassed. Organizations retain full authority over who sees what, when, and how. 

  • "Contextualize is solving difficult challenges in data management for materials and manufacturing. There are lots of solutions out there for the 'endpoints' of a data cycle - at the front end, creating & storing the data, and on the opposite end, modeling and analyzing the data. Contextualize is focused on filling the curation gap in between in ways that other companies are not. Their work and abilities are critical to the design and success of the AI Manufacturing Pilot Facility."

    Prof. Aaron Stebner (Eugene C. Gwaltney Jr. Chair in Manufacturing, Georgia Tech)

  • "I’ve truly enjoyed working with the Contextualize team on our data architecture and management. We essentially went from having no data management system to one that handles tremendous data volumes with custom programs for management and analysis. Contextualize provided expert guidance and support throughout the entire process."

    Prof. Ryan Wicker (Director, W.D. Keck Center for 3D Innovation, University of Texas at El Paso)

  • “Progress is not frustrated because we don't have time to do the work, but because we don't have time to do the work twice.”

    Dr. Branden Kappes (CEO and Co-Founder, Contextualize LLC)

Run One Workflow. Measure the Impact. Scale It.

Start Your 30-Day Pilot

No system replacement. No forced integrations.

See measurable results in 30 days without replacing your systems.