bootstrapping

Data bootstrapping. Transform your AI development process with Quality Match's innovative data bootstrapping solutions.

QA

Annotation

Cost: conventional
annotation, no automation

Cost: conventional
annotation, with automation

Quality Match approach:

Cost: Bootstrapping, no AI nano-tasks

Cost: Bootstrapping, with AI nano-tasks

94%

Cost reduction compared to conventional labeling without automation.

1

Precision data selection.

Our advanced tools enable you to accurately and selectively refine the vast amounts of data generated by...

Our advanced tools enable you to accurately and selectively refine the vast amounts of data generated by foundational models, ensuring that your AI applications are fed with precisely the right data they need. This critical step sets the stage for creating a customized, specialist training dataset, specifically tailored to meet the unique demands of your vision-centric AI applications.

... foundational models, ensuring that your AI applications are fed with precisely the right data they need. This critical step sets the stage for creating a customized, specialist training dataset, specifically tailored to meet the unique demands of your vision-centric AI applications.

2

Revolutionizing model building.

Embrace our strategic data bootstrapping approach to revolutionize your model-building process.

Embrace our strategic data bootstrapping approach to revolutionize your model-building process. This strategy not only allows for the construction of flexible and precise AI models at a fraction of the usual cost but also significantly improves them by refining model predictions.Gain valuable insights into detection patterns and irregularities, and elevate your AI models to a new standard of efficiency and effectiveness.

This strategy not only allows for the construction of flexible and precise AI models at a fraction of the usual cost but also significantly improves them by refining model predictions.Gain valuable insights into detection patterns and irregularities, and elevate your AI models to a new standard of efficiency and effectiveness.

1

Maximizing efficiency and cost.

Experience great resource optimizations with Quality Match's pioneering methodology.

Experience great resource optimizations with Quality Match's pioneering methodology. Compared to traditional model-building methods, our approach remarkably diminishes resource consumption while delivering unmatched accuracy and cost-effectiveness. This perfect blend of precision and economy transforms expensive, generalized foundational models into streamlined specialists, setting a new benchmark in AI development efficiency.

Compared to traditional model-building methods, our approach remarkably diminishes resource consumption while delivering unmatched accuracy and cost-effectiveness. This perfect blend of precision and economy transforms expensive, generalized foundational models into streamlined specialists, setting a new benchmark in AI development efficiency.

OUR PARTNERS

Start a chat with our team

Connect with us for assistance and in-depth answers

SOLUTIONS

Leverage our software HARI to optimize your data.

Optimizing perception subsystems with verified solutions.
With our verification solutions for perception subsystems you can increase the reliability and safety of your computer vision applications and reduce the risks of costly recalls.
HARI X-Ray, our software-defined quality assurance tool, enables you to create customized AI model verification processes. This enhances your perception stack, allowing for model updates and optimization with balanced data, ensuring your applications function with unmatched precision and effectiveness.

Customizable QA pipelines for superior perception accuracy.
‍Our QA solutions are highly customizable and backed by solid statistical, auditable guarantees. HARI X-Ray facilitates error detection and correction in your data, strengthening the reliability and precision of your results. From routine cases such as straightforward false positive and false negative detection to complex edge cases, our comprehensive range of tools and metrics ensures your AI systems achieve the highest accuracy and reliability levels.

Cutting-edge approach to edge case management.
Our technology excels in pinpointing and managing unusual scenarios and edge cases. With HARI X-Ray, you can effectively address edge cases caused by ambiguous sensor readings or taxonomy limitations. Beyond mere detection, it offers practical solutions for swift resolution of data ambiguities, enhancing your understanding and refinement of taxonomy.

Transparent and auditable quality processes.
Our rigorous quality assurance process is fully auditable, offering statistical guarantees for the utmost dataset adequacy, safety, and integrity. We focus on enhancing dataset representativeness, accuracy, and appropriate difficulty levels, aligning with top quality and reliability standards. Focusing on future regulations and standards like the EU AI Act, ISO 8800 (“Safety and Artificial Intelligence for Road Vehicles”), ISO 5259-2 (“ Data quality for analytics and machine learning (ML).”), and others, our methods ensure enhanced reliability and transparency, building trust and credibility in your data-centric solutions.
By leveraging our methods, you demonstrate a commitment to high standards and safety, bolstering trust and elevating your solutions' credibility.

TECHNOLOGY

HARI: Pioneering data quality and advanced analytics.

HARI is engineered to redefine the landscape of computer vision data quality and analytics.

Specifically tailored for the needs of engineers and data scientists, HARI stands as a comprehensive tool for meticulous data inspection and analysis, backed by a statistical guarantee on its QA results.
Whether it's identifying intricate edge cases, resolving taxonomy complexities, or pinpointing errors, HARI's advanced data exploration capabilities enable precise data navigation, integral to both pre- and post-quality assurance processes. With HARI, your data-centric AI journey becomes more streamlined, allowing you to focus on product development while ensuring access to optimally refined data.

More about HARI

HARI X-Plore: Navigating data with unparalleled clarity.

Your guide to data quality insight. HARI X-Plore is the key to unlocking a deeper understanding of data quality assurance outcomes. Equipped with sophisticated filtering capabilities, this platform empowers you to precisely navigate through your datasets. Whether examining pre-QA, post-QA data, or comparing results of various AI models, HARI X-Plore's nuanced filters allow you to delve into specific data segments based on initial annotation attributes or QA results.

Enhancing data analysis and reporting. Use HARI X-Plore to effortlessly browse datasets, compare model outcomes, formulate hypotheses, select subsets for further QA, and compile comprehensive reports. The platform enables you to analyze and understand your data, paving the way for more informed decisions and enhanced AI model accuracy.

HARI X-Ray: Optimizing data management and quality assurance.

Optimizing your visual data inspection. HARI X-Ray stands at the forefront of visual data inspection and analysis, offering a complete approach to optimizing the tradeoff between cost and quantity for your data management and quality assurance processes. This solution empowers you to define detailed QA processes using decision trees, dynamic repeats and AI-based visual question answering.

Crafting efficient QA pipelines. With HARI X-Ray, you can easily create and implement efficient quality assurance pipelines. These pipelines are designed to explore and evaluate a wide array of criteria, such as annotation correctness, dataset diversity, and taxonomy intricacies. HARI X-Ray not only facilitates a thorough examination of your data but also ensures that your AI models and datasets meet the highest standards of accuracy and reliability.

Open HARI

Sign-up for free, analyse your data and enhance your annotations.

FEATURES

Feature showcase:
‍discover our highlights.

Statistical guarantees and confidence evaluation. Quality Match provides statistical guarantees for every dataset it quality-checks, fostering trust in the dataset's quality.

Statistical guarantees and confidence evaluation. Quality Match provides statistical guarantees for every dataset it quality-checks, fostering trust in the dataset's quality. Additionally, we offer a measurable level of certainty about your dataset and model through detailed statistical power assessments, enhancing transparency and reinforcing confidence in your labeling process.

Additionally, we offer a measurable level of certainty about your dataset and model through detailed statistical power assessments, enhancing transparency and reinforcing confidence in your labeling process.

Identification of edge cases and taxonomy clarification. Our tools are adept at spotting edge cases and ambiguities in vision-based ML datasets and models, enabling you to proactively tackle potential anomalies.

Identification of edge cases and taxonomy clarification. Our tools are adept at spotting edge cases and ambiguities in vision-based ML datasets and models, enabling you to proactively tackle potential anomalies. Our technology also excels in identifying and rectifying taxonomy-related issues, ensuring a more organized and efficient dataset taxonomy.

Our technology also excels in identifying and rectifying taxonomy-related issues, ensuring a more organized and efficient dataset taxonomy.

Precision enhancement via error identification. Quality Match's tools play a crucial role in detecting errors in vision-based ML datasets and models.

Precision enhancement via error identification. Quality Match's tools play a crucial role in detecting errors in vision-based ML datasets and models. By uncovering and correcting these errors, you can significantly boost the accuracy and dependability of your ML models, leading to superior overall system performance.

By uncovering and correcting these errors, you can significantly boost the accuracy and dependability of your ML models, leading to superior overall system performance.

Efficient dataset bootstrapping. At the heart of our service is the rapid creation of high-quality training and testing datasets for vision-based AI models.

Efficient dataset bootstrapping. At the heart of our service is the rapid creation of high-quality training and testing datasets for vision-based AI models. This is achieved through our easily configurable tools and processes that build upon your own existing foundational vision models.

This is achieved through our easily configurable tools and processes that build upon your own existing foundational vision models.

Informed data and model refinement. HARI X-Plore delivers critical insights for pinpointing errors, analyzing data, detecting model failures, and identifying biases.

Informed data and model refinement. HARI X-Plore delivers critical insights for pinpointing errors, analyzing data, detecting model failures, and identifying biases. Equipped with these insights, you are better positioned to enhance the quality and functionality of your ML models, culminating in top-tier AI products.

Equipped with these insights, you are better positioned to enhance the quality and functionality of your ML models, culminating in top-tier AI products.

Customizable and cost effective QA processes. With HARI X-Ray, you gain the flexibility to customize your quality assurance processes to match your specific needs.

Customizable and cost effective QA processes. With HARI X-Ray, you gain the flexibility to customize your quality assurance processes to match your specific needs. This customization extends to cost optimization, blending AI and human expertise to finely tune the quality assurance process to your unique requirements while efficiently managing annotation and dataset enhancement costs.

This customization extends to cost optimization, blending AI and human expertise to finely tune the quality assurance process to your unique requirements while efficiently managing annotation and dataset enhancement costs.

Configurable, efficient dataset bootstrapping solutions for creating highly-performant, auditable computer vision datasets.

bootstrapping

QA

Annotation

Cost: conventional
annotation, no automation

Cost: conventional
annotation, with automation

Cost: Bootstrapping, no AI nano-tasks

Cost: Bootstrapping, with AI nano-tasks

1

2

1

OUR PARTNERS

SOLUTIONS

TECHNOLOGY

FEATURES

Statistical guarantees and confidence evaluation. Quality Match provides statistical guarantees for every dataset it quality-checks, fostering trust in the dataset's quality.

Additionally, we offer a measurable level of certainty about your dataset and model through detailed statistical power assessments, enhancing transparency and reinforcing confidence in your labeling process.

Identification of edge cases and taxonomy clarification. Our tools are adept at spotting edge cases and ambiguities in vision-based ML datasets and models, enabling you to proactively tackle potential anomalies.

Our technology also excels in identifying and rectifying taxonomy-related issues, ensuring a more organized and efficient dataset taxonomy.

Precision enhancement via error identification. Quality Match's tools play a crucial role in detecting errors in vision-based ML datasets and models.

By uncovering and correcting these errors, you can significantly boost the accuracy and dependability of your ML models, leading to superior overall system performance.

Efficient dataset bootstrapping. At the heart of our service is the rapid creation of high-quality training and testing datasets for vision-based AI models.

Efficient dataset bootstrapping. At the heart of our service is the rapid creation of high-quality training and testing datasets for vision-based AI models. This is achieved through our easily configurable tools and processes that build upon your own existing foundational vision models.

This is achieved through our easily configurable tools and processes that build upon your own existing foundational vision models.

Informed data and model refinement. HARI X-Plore delivers critical insights for pinpointing errors, analyzing data, detecting model failures, and identifying biases.

Equipped with these insights, you are better positioned to enhance the quality and functionality of your ML models, culminating in top-tier AI products.

Customizable and cost effective QA processes. With HARI X-Ray, you gain the flexibility to customize your quality assurance processes to match your specific needs.

This customization extends to cost optimization, blending AI and human expertise to finely tune the quality assurance process to your unique requirements while efficiently managing annotation and dataset enhancement costs.

TESTIMONIALS

Configurable, efficient dataset bootstrapping solutions for creating highly-performant, auditable computer vision datasets.

bootstrapping

QA

Annotation

Cost: conventionalannotation, no automation

Cost: conventionalannotation, with automation

Cost: Bootstrapping, no AI nano-tasks

Cost: Bootstrapping, with AI nano-tasks

1

2

1

OUR PARTNERS

SOLUTIONS

TECHNOLOGY

FEATURES

Statistical guarantees and confidence evaluation. Quality Match provides statistical guarantees for every dataset it quality-checks, fostering trust in the dataset's quality.

Additionally, we offer a measurable level of certainty about your dataset and model through detailed statistical power assessments, enhancing transparency and reinforcing confidence in your labeling process.

Identification of edge cases and taxonomy clarification. Our tools are adept at spotting edge cases and ambiguities in vision-based ML datasets and models, enabling you to proactively tackle potential anomalies.

Our technology also excels in identifying and rectifying taxonomy-related issues, ensuring a more organized and efficient dataset taxonomy.

Precision enhancement via error identification. Quality Match's tools play a crucial role in detecting errors in vision-based ML datasets and models.

By uncovering and correcting these errors, you can significantly boost the accuracy and dependability of your ML models, leading to superior overall system performance.

Efficient dataset bootstrapping. At the heart of our service is the rapid creation of high-quality training and testing datasets for vision-based AI models.

Efficient dataset bootstrapping. At the heart of our service is the rapid creation of high-quality training and testing datasets for vision-based AI models. This is achieved through our easily configurable tools and processes that build upon your own existing foundational vision models.

This is achieved through our easily configurable tools and processes that build upon your own existing foundational vision models.

Informed data and model refinement. HARI X-Plore delivers critical insights for pinpointing errors, analyzing data, detecting model failures, and identifying biases.

Equipped with these insights, you are better positioned to enhance the quality and functionality of your ML models, culminating in top-tier AI products.

Customizable and cost effective QA processes. With HARI X-Ray, you gain the flexibility to customize your quality assurance processes to match your specific needs.

This customization extends to cost optimization, blending AI and human expertise to finely tune the quality assurance process to your unique requirements while efficiently managing annotation and dataset enhancement costs.

TESTIMONIALS

Cost: conventional
annotation, no automation

Cost: conventional
annotation, with automation