10x Faster AI Evaluations to Ship AI Apps at Lightning Speed

The time and expense of subject matter expert (SME) review is a major barrier to developing generative AI applications, especially for high-risk use cases such as healthcare, finance, insurance, and more. Log10 scales SME review by 10x or more to accelerate deployment to production.

Their AutoFeedback system customizes domain-specific evaluation models that review LLM completions in real time with near-human accuracy, leveraging proprietary Latent Space Readout technology that needs 90% less data than fine-tuned evaluation model approaches. With as few as 20 SME-labeled examples, dev teams can rapidly assess and enhance the accuracy of their generative AI app.

This talk demos AutoFeedback in a summarization use case, generating scores that assess the quality of CNN news summaries in real time. It shows that Latent Space Readout delivers superior accuracy to LLM-as-a-judge, and is cheaper and faster to use than fine tuning an evaluation model with comparable accuracy.