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Software and applied AI research for business and government.

Products for team collaboration, AI model evaluation, encrypted file storage, and isolated software analysis. Published research on AI model behavior.

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Products

Shared sign-in, permissions, audit history, and billing.

All products
PalletteWorkspace: pages, tasks, tables, workflows, diagrams.
PrismAI model evaluation and comparison.
VaultEncrypted file and image library.
Proving GroundIsolated file and software analysis.

Research

Publications on AI model behavior: behavioral fingerprinting, sycophancy, adversarial resilience, and context degradation.

Publications
Curved concrete architecture framing green mountains

Government

Prism for model evaluation before adoption. Pallette on agency infrastructure. Proving Ground for isolated analysis.

Government
The U.S. Capitol

Deployment and security

Trust & safety

Hosting

Presba cloud, customer cloud tenant, or on-premises.

Air-gapped

All products install on networks without internet access.

STIG

Built to the DoD Application Security and Development STIG.

Access control

Shows who can open an item, and why, before it is shared.

Recent publications

All publications
Behavioral evaluationBehavioral Fingerprinting of Large Language Models: Beyond Benchmark Scores to Operational CharacterizationMarch 2026 Agreement biasThe Sycophancy Problem: Measuring and Mitigating Agreement Bias in Large Language ModelsMarch 2026 Adversarial testingAdversarial Resilience Testing for Production AI Systems: A Graduated Escalation MethodologyMarch 2026

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Demonstrations, pricing, and pilots.

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