Featured Resources

As classroom technology and generative AI evolve at breakneck speeds, education leaders face a critical choice: rely on flashy, general-consumer tools or invest in secure, purpose-built infrastructure. The Project Unicorn Q2 Brief cuts through the digital noise to show why robust data standards, modernized data architecture, and evidence-based procurement are the ultimate guardrails for student safety and academic success.
Download the Q2 Interoperability Brief to equip your leadership, technology, and procurement teams with the standards-based toolkits, rubrics, and templates needed to build a safe, future-ready digital ecosystem.
2026 Quarter 1 AI & Interoperability Brief Release
Interoperability is foundational to AI success in education, and building an underlying structure grounded in data standards and data maturity is key to implementing AI that will truly benefit schools and students.
The 2026 Quarterly AI and Interoperability Brief Series explores the intersection of interoperability and AI, highlighting the latest trends, case studies, and tools you can use to improve your educational technology ecosystem.
Ensuring Timely and Consistent Implementation of IEPs for Military-Connected Students with Disabilities
Currently, the lack of standardized, national definitions for core service terms creates a systemic ‘transfer gap.’ This lack of clarity often results in significant delays for students waiting to receive comparable services in a new district. To address this, researchers convened an expert panel to establish a much-needed consensus on these terms.
AI Data Use and Protection - Worksheet
In the rush to adopt an AI tool, don’t let data security become an afterthought. The AI Data Use and Protection Worksheet is designed to help cross-functional leaders—from the CISO to General Counsel—a clear, standardized vetting process.
This worksheet allows teams to create a side-by-side risk matrix for every vendor, allowing them to make a safe, confident, and informed decision before entering a vendor agreement.
Considerations for the School Districts in Considering Large Scale AI Model Deals
As Artificial Intelligence (AI) and frontier AI models rapidly reshape the educational landscape, school systems face a dual challenge: harnessing these tools' transformative potential while rigorously safeguarding student data, privacy, and well-being. Procurement is no longer just about purchasing; along with AI literacy, it is the first line of defense in responsible AI governance.
The following slide deck is available for consideration and understanding.
Considerations for the School Districts in Considering Large Scale AI Model Deals
As Artificial Intelligence (AI) and frontier AI models rapidly reshape the educational landscape, school systems face a dual challenge: harnessing these tools' transformative potential while rigorously safeguarding student data, privacy, and well-being. Procurement is no longer just about purchasing; along with AI literacy, it is the first line of defense in responsible AI governance.
For years, Project Unicorn has championed the need for data to flow seamlessly and securely between systems to inform instruction and operations. Simultaneously, the EDSAFE AI Alliance has led the global charge on the SAFE (Safety, Accountability, Fairness, and Efficacy) benchmarks for AI adoption in education.
Now, as "frontier models"—highly capable, large-scale AI systems—enter our schools, these two missions must converge. Procurement is the intersection where safety meets connectivity.
We developed this resource to bridge the gap between technical data governance and ethical AI implementation, responding to practical needs from our work leading 29 school district policy labs and 10 state policy labs. These questions are designed to help district and state leadership vet tools not just for what they can do, but for how they fit into a secure, interoperable, and learner-centered ecosystem. Whether you are evaluating a standalone AI app or integrating a large-scale frontier model, this guide can be part of your blueprint for responsible innovation.

Resource Database

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Standards Certification Jump-Start Guide

Being certified to a data standard signals to customers that your product is truly interoperable. Certification gives buyers the confidence that their educational data will flow seamlessly and securely between their applications. Discover steps to certification for Ed-Fi Alliance, Access 4 Learning Community, and IMS Global here.

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Ed-Fi: A Practical Guide to Interoperability Use Cases

Clarity around how the Ed-Fi Alliance Standards and IMS Global Learning Consortium® Standards can be used in support of educators is a common and increasingly frequent request from the Ed-Fi Community. In many cases, Ed-Fi and IMS Global standards often seek to solve different problems, and therefore a better understanding of the tools and functionality available for various use cases is important to selecting the best solution for a given use case. Each organization’s technologies provide real, and distinct, value to users in their daily lives and work….

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DQC Data Linkages Enable Individual Support and Shared Success

This infographic illustrates that, when all the important people in their lives have appropriate access to information, individuals get the support they need to succeed.

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Interoperability Standards in Education

Learn about the different organizations in K-12 that provide data standards to make Data Interoperability possible.

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Why Data Interoperability Matters for Vendors

Learn more about why Data Interoperability matters for Vendors.