Generate better information than custom-trained or fine-tuned models.

• Recent data = up to date content.
• Detailed data = precise, accurate, relevant information.
• Secure data = work with private company info, in your business context.

Lower cost & overhead than custom-trained or fine-tuned models

• Don’t operate your own expensive / custom / private LLM.
• Don’t deal with constant care and feeding of a fine-tuned base model.
• Flexibility to switch models, or use different ones optimal for each use case.
• You’d rather pay developers, not data scientists.

• The modules will be come commodities. Don’t build these.
• Retrieval pattern state of the art will become well defined by the experts. Start by picking one off the shelf before you customize.
• Easy function-like serverless workload that you can execute with an API. No need to invent and operate your own apps/containers/services.