Quality Match presents HARI, a suite of innovative tools and services designed to elevate the quality of machine learning models.
* Highly Actionable Real-Time Insights
HARI is segmented into two principal components: HARI X-Plore and HARI X-Ray, each serving a unique yet complementary role in ensuring the highest data quality.
HARI X-Plore. The explorer to understand your data.
Precision data exploration.
HARI X-Plore is the platform for detailed data inspection and analysis. It offers an in-depth exploration of data quality, identifying edge cases, taxonomy intricacies, and errors. This platform's capability to navigate data with precision is crucial for both pre- and post-quality assurance processes.
Advanced filtering and detailed inspection.
HARI X-Plore offers extensive filtering features, allowing users to dissect datasets with unmatched precision. It enables users to analyze specific data segments based on initial annotations or quality assurance outcomes, providing insights essential for thorough data analysis and comprehensive reporting.
Empowering users with insights.
HARI X-Plore empowers users to deeply understand their datasets, compare model results, generate hypotheses, and select subsets for further quality assurance. It transforms complex datasets into accessible and actionable insights, driving informed decision-making.
HARI X-Ray. The analyzer to quality assure your data.
Efficient QA process design.
HARI X-Ray offers a smart and user friendly system for crafting decision trees that underpin visual question-answering pipelines. This tool is crucial for conducting detailed quality checks, covering aspects such as false negatives, false positives, and geometric accuracy.
Visual question answering for optimal data quality.
HARI X-Ray's core lies in posing critical questions affecting annotation correctness, dataset diversity, and taxonomy. These nano-tasks address specific queries, ensuring comprehensive quality assurance of each dataset element. The meticulous approach enhances dataset quality, making the QA process auditable and compliant with AI regulation requirements.
...quality assurance of each dataset element. The meticulous approach enhances dataset quality, making the QA process auditable and compliant with AI regulation requirements.
Configurable and cost- effective QA solutions.
HARI X-Ray's dynamic pricing model adapts to the complexity and statistical...
HARI X-Ray's dynamic pricing model adapts to the complexity and statistical requirements of each task. Its intuitive decision tree model and customizable settings provide customers with granular control over the QA process, balancing cost-effectiveness with precision.
...requirements of each task. Its intuitive decision tree model and customizable settings provide customers with granular control over the QA process, balancing cost-effectiveness with precision.
Complete QA Ecosystem.
Beyond HARI X-Plore, Quality Match integrates additional tools to oversee reviewer performance, track progress...
Beyond HARI X-Plore, Quality Match integrates additional tools to oversee reviewer performance, track progress and conduct supplementary quality checks. This holistic approach ensures a thorough QA process and maintains the highest data quality standards.
...and conduct supplementary quality checks. This holistic approach ensures a thorough QA process and maintains the highest data quality standards.
