SERVICES

Ensuring Fairness and Transparency with Bias Auditing, Explainable AI & MLOps

The inadvertent introduction of bias into algorithms poses significant risks to businesses. We help firms audit algorithms for bias and enhance their explainability, ensuring that AI systems are not only accurate but also fair and transparent in their decision-making processes.

Featured Clients

Highlights

Keep AI Biases In Check

At Mosaic, we follow a rigorous algorithm bias auditing approach in alignment with the AI Risk Management Framework developed by the National Institute of Standards and Technology (NIST). Our team is helping to shape the future of AI Regulation in the U.S. as part of the NIST’s AI Safety Institute Consortium.

  • Model evaluation and MLOps integration leveraging over two decades of mathematical decision-making experience

  • Bias assessment and fairness evaluation on pertinent regulations and frameworks, like those addressing non-discrimination based on race or gender

  • Root cause analysis to pinpoint the sources of bias, enhancing understanding of why biases may occur in the AI model’s results

  • Integration of MLOps with exaplainability tools, ensuring deployment of explainable models and building trust in the AI system

Holistic Approach to Data

Our holistic approach differentiates us from others because we focus on developing custom applications that fit your ecosystem rather than trying to fit prebuilt solutions that don’t integrate into your workflow.  This involves focusing on how the model will ultimately provide value to the business as much or sometimes more than focusing on building the most accurate model.

Tailored Analytics Strategy

Whether you’re exploring AI for the first time or looking to scale existing projects, Mosaic offers custom development services tailored to your unique needs, ensuring your business remains agile and innovative. With Mosaic by your side, we’ll help you set the enterprise strategy and execute it flawlessly, ensuring seamless integration and implementation.

ROI-Focused

Navigating the AI revolution requires specialized talent that can manage complex data for strategic advantage. That’s where we come in. Mosaic’s track record speaks for itself, having successfully deployed custom AI solutions for hundreds of companies. Our focus on automated decisions, optimization, and significant ROI sets you on the path to unparalleled success.

Future Proof Your AI

With the AI market projected to see explosive growth and adoption across various industries, the demand for skilled data scientists has never been higher. Mosaic’s dedicated data scientists bring the latest AI/ML knowledge to your projects, ensuring your business is well-positioned for the future of artificial intelligence.

Dedicated XAI Expertise

As AI models become more complex, their decision-making processes can appear opaque. Explainable AI (XAI) is the key to unlocking the “black box” of AI systems, providing transparency and insights into how decisions are made.

Access to Top Talent

With Mosaic, you have flexible, on-demand access to a team of high-performing data scientists. Whether you need support for a short-term project or ongoing assistance, our experts are here to help you navigate the complexities of data and AI with ease.

QUANTIFIABLE BENEFITS

Improve AI Reliability

Integrating bias auditing, MLOps, and Explainable AI techniques into the AI/ML modeling process ensures that crucial information is ethical and reliable for better decision-making and compliance with industry standards.

  • 90% reduction in bias auditing time

  • 40 – 60% increase in compliance rates

  • 75% increase in AI trust

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Work With Industry Leaders

Mosaic has extensive AI and ML knowledge that includes integrating MLOps into all production-grade tools over our history as a company.


Ensure Fairness and Transparency in Your AI Systems With Industry Experts

Discover how Mosaic’s Explainable AI & MLOps services can accelerate your AI/ML projects, driving innovation, efficiency, and growth.

Testimonials

What Our Clients
Say About Us

Our innovative data analytics solutions help address traditional challenges, guiding you in initiating your data projects with specialized expertise tailored to specific issues.

CIO

Financial Services Company

“In our journey towards digital transformation, Mosaic Data Science has been a cornerstone partner. Their cutting-edge MLOps and Explainable AI services have not only streamlined our operational efficiencies but also significantly boosted our decision-making processes. Their solutions offer a seamless blend of innovation, reliability, and transparency, empowering us to leverage the full potential of our data with unprecedented clarity and confidence.”

Mosaic recommends Explainable AI services and MLOps for any production deployment. Read our XAI thought leadership here.

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