SparkAI
Canvas Category Software : Information Technology : MLOps
Stop training in the lab. Deploy your product to customers sooner, with SparkAI protecting against your edge cases. Derive deeper real-world insights on where your model is struggling, and better inform how to deploy your resources to address them. All while your product is live, generating revenue.
Assembly Line
Solving the Last Mile of Autonomous Farming
SparkAI is the first to generalize a solution we originally developed to help self-driving cars overcome unexpected driving scenarios, and make it available to the wider universe of automation applications. We combine people and technology in a lightweight API that resolves machine learning exceptions in real-time.
Here’s how it works: in moments of low-confidence, the autonomous tractor automatically calls SparkAI’s service, passing imagery and other metadata via REST API. SparkAI’s objective is to resolve difficult-to-discern details about the scene to support a real-time decision. We do this by combining two key components in real-time: (1) cognitive input from multiple human mission specialists trained for the use case, and (2) results from our own proprietary software-based decision systems. SparkAI returns this resolution directly to the robot. The robot then combines this resolution with its pre-existing knowledge of the world to decide on a safe and confident action.