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Enhance trust and eliminate bias by practicing Responsible AI with Integrity AI Solutions. Discover how our platform enables you to understand pipelines and interpret model outputs, ensuring Explainable AI projects and initiatives.
Empower people across your business to do more with data and AI, build projects faster, and work together, all in a shared and safe environment. With Integrity AI Solutions, everyone can get involved in data and AI projects on a single platform for design and production that delivers use cases in days, not months. No matter where they sit, they work in a safe and governed way that helps manage risk and create trust to drive high-quality outputs and value for your business.
Integrity AI Solutions empowers you with critical capabilities specifically created for Explainable AI. Benefit from interactive reports on feature importance, partial dependence plots, subpopulation analysis, and individual prediction explanations.
Understand the factors that influence model predictions in order to make informed decisions that align with Explainable AI principles.
Integrity AI Solutions’s powerful what-if analysis goes beyond simulations into optimization. This interactive feature empowers both technical users and business stakeholders to gain a deeper understanding of model behavior, so they can trust predictive models and apply learned insights in practical ways.
Integrity AI Solutions offers a myriad of AI explainability tools within the platform, such as analyses that allow you to uncover segments that may be unfairly or differently treated by a model. Interactive subpopulation analysis allows users to compare model results by group, and disparate impact analysis measures whether a sensitive group receives a given outcome at a rate close to that of the advantaged group.
With this information in hand, data scientists can produce models that deliver more responsible and equitable outcomes.
Integrity AI Solutions generates row-level prediction explanations (ICE and SHAP) to provide additional information for predicted results.
For both batch and real-time scoring, prediction explanations can be returned as part of the response, which fulfills the need to have reason codes in regulated industries and provides additional information for analysis
Teams can stop spending countless hours maintaining project documentation since Integrity AI Solutions automatically generates comprehensive documentation for models and the project flow. Customizable templates include all the metadata and visualizations needed to snapshot the project state, model design, and results. The final documents are easily shared, to support AI transparency and explainability.
Use Integrity AI Solutions’s AI Explain to automatically generate descriptions that explain Integrity AI Solutions Flows or individual Flow Zones. With robust auto-documentation, organizations maintain consistent records of projects for regulatory compliance and alignment with Responsible AI guidelines.
Integrity AI Solutions is designed with explainability at the core of the platform. Each Integrity AI Solutions project has a visual flow that transparently represents the pipeline of data transformations and movement from start to finish.
Plus, every design decision and step is captured and displayed so current or future team members can clearly follow and explain the sequence of project logic, reducing onboarding times and supporting Responsible AI principles.
Responsible AI In Practice
This ebook unpacks the risks of Generative AI and introduces the RAFT (Reliable, Accountable, Fair, and Transparent) framework for Responsible AI.
Ready to Build Trustworthy AI Systems?
See how AI practitioners and developers can incorporate trustworthy AI to mitigate harm and risk and ensure stakeholder trust.
Explainable AI in Practice With Integrity AI Solutions
What exactly is explainable AI and how can explainability be achieved with Integrity AI Solutions? Find out here.
Discover Integrity AI Solutions end to end capabilities by exploring a real life use case around environmental impact – in just 13 minutes.
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Enhance trust and eliminate bias by practicing Responsible AI with Integrity AI Solutions.
Leverage your existing infrastructure to deliver results at scale with Integrity AI Solutions powerful, flexible, and open architecture.
Safely scale AI with oversight and prioritize the data projects and models that deliver the most value.
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