Setting expectations for AI document processing systems
Here are the expectations for AI-based document processing systems such as ADP:
- High accuracy (> 80%) can only be achieved with sufficient training documents. Accuracy will be higher for document formats that the system have seen before.
- AI training takes time. This is particularly true for a deep learning model. So having a system with access to a Graphics Processing Unit (GPU) is essential during the training process.
- At this point in the technology curve, an expert human operator will still likely produce better results. On the other hand, AI can produce more consistent results and can be scaled based on available computing resources.
Now, let’s examine how ADP can help with a specific use case.
