From chatbots that provide customers with highly personalized product information
to logistics coordinators that optimize delivery routes
to AI agents that can execute complex analyses,
Generative AI represents a paradigm shift with the potential to bring major improvements
in efficiency, productivity, and topline growth across all industries.
The power of GenAI allows developers to rapidly spin up
proof of concept applications that can perform impressive feats,
such as responding to customer emails, generating creative marketing content,
and processing large volumes of unstructured data,
used, for example, in core business functions.
The power of GenAI, however, comes with new risks and challenges.
Without strong guardrails, GenAI systems can produce unintended behavior,
such as outputting harmful or offensive content,
providing negative or inaccurate information,
reinforcing harmful stereotypes or biases,
or generating output that exposes sensitive data or security vulnerabilities.
While manual testing and evaluation of GenAI systems is an essential part of risk management,
humans alone cannot achieve the scale and speed necessary to thoroughly test these systems.
Designed by data scientists and engineers, for data scientists and engineers,
ARTKIT, BCG X’s open-source automated red teaming and testing toolkit,
allows teams to facilitate all the aspects of responsible AI testing and evaluation.
At BCG X, we use ARTKIT to evaluate whether GenAI systems are
proficient, safe, equitable, secure, and compliant.
BCG X’s automated red teaming and testing toolkit
is designed to be user-friendly
with a flexible set of small but powerful functions
that data scientists and engineers can use to build custom testing
and evaluation pipelines for virtually any GenAI system.
ARTKIT allows product teams to
accelerate and de-risk the development of their GenAI business models,
precisely target risk based on industry, use case, or specific company,
identify ways to improve product performance and generate more value,
and help decision makers and business leaders confidently harness the power of GenAI.
Discover how ARTKIT can help you take full advantage of GenAI, both quickly and safely.