The Challenge

Across defense and government programs, testing and evaluation (T&E) teams are responsible for validating the performance, reliability, and safety of increasingly complex systems. Yet much of the data that drives these evaluations—test plans, range reports, telemetry feeds, audio logs, video recordings, and detailed forms—exists in disconnected, unstructured formats.

Analysts and engineers often spend more time finding, cleaning, and interpreting data than actually testing or analyzing results. Test reports are frequently stored in inconsistent formats across systems, making it difficult to trace prior results or reuse existing knowledge. This fragmentation slows down analysis cycles, leads to redundant tests, and ultimately delays the transition of critical capabilities to the field.

The Solution

Unstructured provides the data foundation for mission-ready GenAI assistants that accelerate systems testing and evaluation. We ingest complex technical data—including tables, forms, telemetry, audio, and video—and transform it into structured, AI-ready datasets enriched with metadata for context and traceability.

By orchestrating multimodal data pipelines, Unstructured enables the creation of GenAI assistants that can understand and summarize test outcomes, surface anomalies, and retrieve historical insights on demand. These assistants empower testers and engineers to quickly identify trends, compare performance across iterations, and generate analytic summaries without manually combing through thousands of pages or recordings.

For example, in partnership with the Air Force Test Center (AFTC), Unstructured is advancing this approach by making multimodal testing data—including telemetry, audio, and video—accessible to GenAI-powered assistants. This collaboration helps ensure that testing organizations can fully leverage every data source to improve analysis, evaluation, and readiness outcomes.

Unstructured acts as the enabler for this new generation of T&E AI applications—providing the ingestion, transformation, and orchestration layer that makes complex data accessible to mission-focused AI systems.

The Results

With Unstructured, testing organizations can transform disconnected data silos into a unified, searchable foundation for analysis and decision-making. Teams gain:

• Faster insight cycles and reduced need for repeated testing
• Improved data recall and traceability across test programs
• Accelerated system evaluation timelines, bringing advanced capabilities online more quickly

What begins as an effort to automate data preparation and retrieval becomes the foundation for a more intelligent, adaptive testing ecosystem—one where mission-critical evaluations are informed by all available data, not limited by format or accessibility.

Governance and Deployment

Unstructured is built for secure, scalable deployment across mission environments. It supports flexible configurations—including on-premises, private cloud, GovCloud or in-VPC options—allowing organizations to maintain full control over sensitive testing data. Our platform includes robust metadata management, role-based access controls, and full lineage tracking, ensuring transparency and compliance throughout the data lifecycle.

Designed for both development and operational environments, Unstructured continues to optimize its models and pipelines for edge performance and emerging multimodal workloads—enabling future testing assistants to operate wherever mission data resides.

Mission Impact

By structuring the unstructured, Unstructured enables testing and evaluation teams to accelerate mission timelines, reduce redundancy, and unlock the full value of their test data. With a GenAI-ready data layer, organizations can build assistants that transform how systems are analyzed, validated, and delivered—helping the warfighter field next-generation capabilities faster and with greater confidence.