Impact AI

Impact AI is a platform for testing and improving generative AI products before deployment and in production. It positions itself as an independent delivery layer for teams where failure is expensive, helping them judge when an AI product is good enough and detect the moment it stops being so. The platform is organized around three capabilities, each for a different role. Control is for practice owners and covers product strategy modules, automated alerts when product behavior deviates, and governance across an AI portfolio at the application and dataset level. Align is for domain owners and includes simulated user personas that generate synthetic datasets, automated collection of user feedback and expert annotation, and oversight that ties technical metrics to business objectives. Analyze is for delivery engineers and provides automated evaluations with off the shelf benchmarks and LLM judges, comparison against historical data, versions and leaderboards, and custom metrics that can be extended over the product lifecycle. The vendor says it supplies standard metrics to start with, integrates with existing workflows, and can run on the test dataset of one use case or scale across many AI products in real time. Access begins with a demo request. A pricing link appears in the site footer, but no prices are published.