Senior-level AI expertise without the overhead
AI Eval Corporation provides independent, vendor-agnostic test and evaluation services for the Department of Defense and Intelligence Community. We bring the rigor of a large firm with the agility and accountability of a dedicated team.
Start a ConversationCapabilities
We evaluate AI systems across classification levels, providing the independent assessment that acquisition leaders and program managers need to make confident fielding decisions.
AI Model Test & Evaluation
Comprehensive, vendor-agnostic evaluation of AI/ML models against mission-specific performance requirements. We design evaluation frameworks, define metrics, execute test campaigns, and deliver actionable findings to stakeholders across DoD and IC organizations.
Evaluation Infrastructure
Design and integration of modular evaluation harnesses that orchestrate test campaigns across cloud and air-gapped environments, leveraging frameworks like HELM and EleutherAI's evaluation harness.
Continuous Monitoring
Ongoing assessment of deployed AI systems to detect model drift, performance degradation, and emergent behaviors before they impact mission outcomes.
Benchmark Development
Custom benchmark suites aligned to mission-specific use cases, developed in coordination with operational stakeholders and aligned to NIST and MLCommons standards.
Cross-Classification Deployment
Evaluation services delivered across classification levels, from unclassified cloud environments to SECRET and TS/SCI air-gapped networks.
Our Approach
We operate as an extension of your program office — embedded enough to understand the mission, independent enough to deliver unbiased findings.
Mission-Driven Scoping
Every evaluation starts with operational context. We work with program managers and end users to define what "good enough" means for their specific mission, translating operational requirements into measurable evaluation criteria.
Rigorous Execution
Structured test campaigns with documented methodology, reproducible results, and transparent reporting. Our evaluation frameworks are designed to be auditable by third parties and defensible in acquisition decisions.
Actionable Reporting
Findings delivered in language acquisition leaders can act on — not academic papers. Clear risk characterizations, specific recommendations, and go/no-go assessments tied to mission requirements.
Vendor Independence
We don't build AI models. We don't sell AI products. Our only product is the truth about how your AI systems perform — and where they fall short.
About AI Eval
AI Eval Corporation is a boutique defense consultancy focused exclusively on AI test and evaluation. We deliver the depth and rigor of a large technical organization with the responsiveness and direct accountability that comes from a senior-level team without layers of management.
Our evaluators have direct experience building and assessing AI systems for the Department of Defense, including active support to the Chief Digital and Artificial Intelligence Office (CDAO) through our partnership with the Johns Hopkins University Applied Physics Laboratory. We understand both the technical realities of modern AI and the operational context in which these systems must perform.
In a market where most evaluation providers also sell AI products, our independence is our differentiator. We have no models to promote, no platforms to license, and no conflicts of interest. When we say a system meets — or doesn't meet — its requirements, that assessment stands on its own.
Ready to evaluate?
Whether you're scoping a new AI program or need independent assessment of an existing system, we're ready to talk. Reach out directly — you'll hear back from the same person who'll lead your evaluation.