The Quality Platform for Reliable AI

Kolena provides an end-to-end AI quality & validation platform that assesses both data and model quality. Through offline testing and online monitoring, Kolena is there to enable continuous assessment of AI/ML models. The platform allows AI teams to rigorously validate and finetune  the best model for the use case across hundreds  of state of the art models.

Increasing amounts of data demand the proliferation of AI/ML capabilities with the exponentially growing risks associated with adoption. This requires testing, evaluation, and monitoring of models to select the best and most capable option rapidly and responsibly. Thus, there is an even greater urgent need to exponentially improve assessment and selection of quality AI/ML models.

Kolena’s platform provides public sector organizations with instant, real-time visibility into their AI model performance, as opposed to relying on months of tedious and costly data collection and model validation. Kolena saves AI teams over 90% of time and cost spent on data and model quality.

Kolena’s AI/ML testing platform is specifically designed to bolster trust in AI solutions and empower clear insights into AI models, thereby enhancing confidence and security of AI solutions. Kolena is specifically engineered and designed to identify nefarious activities that are a threat to public sector AI/ML models (i.e. data poisoning, and model extraction attacks).

Across public sector organizations, there is an imperative to rapidly solve potential vulnerabilities related to adversarial disruption or deception of AI/ML operations that can degrade operational performance within public sector organizations. Kolena provides advanced and innovative defense mechanisms that can mitigate the impact of AI/ML attacks.

Kolena’s AI risk management framework is designed to bolster trust in AI solutions and empower capability providers. Through automated adversarial  testing, visibility into functional requirements, clear insights into partner ML models, and robust NIST compliance and risk mitigation, Kolena streamlines AI testing, reduces costs, and enables providers to develop accurate, secure, and adaptable AI models. Kolena’s ML testing platform empowers public sector teams to standardize their model quality processes, rigorously test models, and deliver high-quality AI products faster. Kolena ensures ML pipelines can be quickly evaluated via systematic testing to select the best tools to protect AI workflows.

Kolena’s roadmap includes a central, intelligent model testing and evaluation interface to ensure that AI systems are built, maintained, and deployed safely and responsibly. Kolena’s approach is a leap-ahead AI model testing platform designed to ensure AI systems behave as expected every time. Unlike traditional testing methods that focus on sub-components, Kolena offers a comprehensive, scenario-based testing framework that examines the entire AI and machine learning system. This allows for robust testing, revealing hidden flaws and strengths, and enables data scientists to optimize, and reliably deliver on mission critical priorities. Public sector organizations can benefit from Kolena's advanced benchmarking capabilities, ensuring standards of quality and reliability aligned to security and delivery requirements.