Specialized AI application for a bounded industry workflow
Turn general intelligence into an industry-specific product by selecting a model suited to the task, specializing it with domain reasoning traces, and embedding it into a workflow that produces an economic outcome.
From a16z — The State of AI: Models, Moats, and the Consumer Renaissance at 07:07
Problem: General-purpose models do not reliably match the domain requirements, buying behavior, packaging, or operating goals of a specific customer segment.
For: Organizations with specialized workflows such as legal teams, customer-support operations, finance departments, credit unions, sales teams, or product organizations.
Examples
- Harvey: specializes model behavior for legal problems; reinforcement learning produced strong results, while sacrificing generality outside legal work.