Contextual Testing and Red Teaming for Visual AI

Visual AI models don’t fail on benchmarks — they fail in context. Our platform uses contextual synthetic data to catch and address those failures so you can deploy models with confidence.

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Why context matters

Benchmarks measure averages. Failures depend on context.

Most failures don’t occur in the average case — they happen at the edges: extreme weather, poor lighting, cluttered scenes, or unusual angle. Our platform recreates those conditions on demand so you can spot failure contexts quickly and ship fixes — fast.

Select a context to see how detection confidence changes:

The model easily detects the truck in clear conditions

Shifting the camera angle drops confidence.

Rain does not significantly impact detection in this case.

Model struggles in detecting white trucks in snow.

In heavy fog, the model misses the truck.

YRIKKA delivers a holistic, context-driven analysis of visual AI systems, empowering decision-makers in defense, healthcare, and autonomous technology to trust their AI, even in the most unprecedented scenarios.

BENEFITS

Align AI Assets with Institutional Priorities

Personalized, on-demand testing ensures the reliability of AI assets in the operational context of your environment.

Stay Ahead of Potential Failures

Identify and address vulnerabilities before they impact operations.

Maintain Consistent AI Performance

Keep your AI systems reliable, even in dynamic environments.

OUR STORY

Born out of necessity, YRIKKA emerged as a bold response to the urgent need for repeatable and trusted processes that enable the alignment of AI assets with human values.

Drawing on groundbreaking experiences—from advancing healthcare AI innovations at the Mayo Clinic to spearheading space ML explorations at NASA—our co-founders transformed their expertise into a mission to redefine how AI is built and deployed in high-stakes environments.

Today, YRIKKA stands at the nexus of human-aligned AI and AI red teaming, ensuring that every AI solution not only drives progress but also upholds the core values that make our world worth advancing.

OUR PARTNERS

Proudly backed by Focal VC and Garuda Ventures, with trusted partnerships across leading defense and technology sectors.