01Available now
Frontier model evaluation
Domain-specific benchmarks and expert-designed tasks that expose capability gaps, reasoning failures, and meaningful opportunities to improve.
AI evaluation & applied research
Measure intelligence. Build what matters.
Arkyron designs rigorous benchmarks, evaluation tasks, and high-value datasets that reveal where frontier AI systems excel, where they fail, and how they can improve.
Evaluate
Diagnose
Improve
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What we do
Better models begin with better questions—and harder tests.
A score is only useful when it explains something. We build evaluations around real capabilities and real domains, then create the tasks and data needed to turn diagnosis into measurable improvement.
See our capabilitiesEvaluation infrastructure
Evidence for
the frontier.
From benchmark architecture to model-improvement data, Arkyron helps teams understand capability—not just performance.
02Available now
Training & post-training data
Purpose-built datasets for evaluation, tuning, reinforcement, and targeted capability development—designed around the behavior a model needs to learn.
03Research
Evaluation science
Reproducible benchmark methodology, failure-mode analysis, and original research that advances how frontier systems are measured and understood.
Arkyron Research
“Evaluation should do more than rank models. It should reveal what intelligence can do next.”
Our research program develops new evaluation methods, investigates model behavior, and publishes work designed to be rigorous, reproducible, and useful.
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Reproducible methods
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Domain-grounded tasks
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Clear failure analysis
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Research that compounds
Venture horizons
From research to real-world systems.
Alongside our core AI evaluation work, Arkyron develops intellectual property and explores focused ventures where technology can create enduring practical value.
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IP in development
Privacy & human agency
Exploring privacy-respecting approaches to user context, personal tracking, and wellness—designed to create value without compromising trust.
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Affiliated venture
Industrial intelligence
Applying predictive maintenance and operational intelligence through partner companies where Arkyron contributes technical leadership and participates in long-term value creation.
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Long horizon
Advanced manufacturing
Bringing software, automation, and better systems to machinery, moulds, and precast concrete products—grounded in multigenerational operating experience.
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Exploration
Focused B2B systems
Incubating practical business products when a defensible problem, a credible path to execution, and a meaningful customer need align.