CATEGORY AUTHORITY
Quantitative Generative AI
Quantitative Generative AI is the governed composition of financial evidence, deterministic and statistical quantitative methods, Large Quantitative Models and language interfaces so users can ask, calculate, simulate, explain and govern financial work without making language the numerical authority.
Language interprets the question. Quantitative systems own the numbers.
Compute
Deterministic models, statistical methods and Large Quantitative Models calculate, simulate, optimize and generate quantitative states.
Reason
Quantitative Language Models interpret intent, retrieve evidence, decompose work and compose the correct quantitative systems.
Act
Governed workflows, approvals and Financial Actions determine what may happen after a conclusion. Analysis does not grant action authority.
WHAT MAKES THE CATEGORY PRECISE
Definitions need boundaries, not just names.
- Language is an interface and composition layer, not a substitute for numerical methods.
- Generated quantitative states stay distinguishable from observed market or enterprise data.
- Evidence, calculation, explanation and authorization are separate control concepts.