Is SolasAI a Generative AI (GAI) tool?
While SolasAI's bias mitigation functionality is a form of GAI, it is not a large language model. It is entirely self-contained, not trained on public data, and does not share data outside of each mitigation process. It creates alternative models using only the customer's specific model and data.
Does SolasAI share or use my intellectual property with other customers?
No, SolasAI does not share or reuse customer intellectual property. Each run of SolasAI only learns from the specific model and data provided for that particular analysis, ensuring that customer inputs are used solely for testing, explaining, and generating alternatives within that unique operation.
Can SolasAI run in my own environment or is it only cloud-based?
SolasAI is a set of Python libraries designed to run in standard Python environments, either on-premise, in a customerβs cloud environment, or as a shared service. It provides access through Docker images, cloud machine images, downloadable Python libraries, or Python wheels.
Does SolasAI have a free version available?
Yes, SolasAI offers a free Disparity & Bias Testing Library for performing basic testing. The full paid version is required for the explainable AI and less discriminatory alternatives modules, which uncover and mitigate underlying causes of disparate impact or bias.
Does SolasAI use protected class information directly to debias models?
No, SolasAI does not directly use protected class information to debias models. Its optimization process finds high-quality, fair alternatives without explicitly factoring protected class status into the alternative models that are built, differentiating it from many competitive solutions.
What models or business use cases has SolasAI successfully optimized?
SolasAI has successfully tested and optimized models across various industries, including life, P&C, and health insurance underwriting, fraud detection, risk scoring, pricing, marketing, automated valuation models, credit underwriting, clinical decision support, small business lending, and employment screening.