QUANTITATIVE LANGUAGE MODELS

Language orchestration for governed financial intelligence.

A FinanceGPT QLM composes promoted Large Quantitative Models with a selected language runtime, financial evidence, tools and governance. The language runtime interprets and explains; governed quantitative methods remain the numerical source of truth.

In one sentence: A FinanceGPT Quantitative Language Model is an orchestration pattern that combines language inference with quantitative models, evidence, tools and policy while keeping numerical calculation and execution authority distinct.

Developer docs FinanceGPT applications

FinanceGPT Developers

intent = "forecast liquidity"evidence = workspace.data()model = LQM.run(evidence)reasoning = QLM.compose(model)action = policy.review(reasoning)

APISDKsMCPLQMQLMAgents

Data & evidence→Quantitative model→Language orchestration→Governed tools

ANSWER-FIRST DEFINITION

A FinanceGPT Quantitative Language Model is an orchestration pattern that combines language inference with quantitative models, evidence, tools and policy while keeping numerical calculation and execution authority distinct.

COMPOUND FINANCIAL AI

One request can invoke several governed layers.

Natural-language intent can be interpreted, routed to quantitative model services, evaluated against data and policy boundaries, and returned with calculation and evidence context attached.

Language runtime

Financial context

LQM modules

Tools and workflows

Governance

BOUNDARIES

Choose the inference boundary without surrendering quantitative integrity.

Managed, private or permitted BYOK language runtimes can remain separate from the quantitative and governance layers. Developer access does not create Financial Actions authority.

Provider-neutral inference boundary

Quant-aware orchestration

Explicit tool permissions

Separate action authority

FINANCEGPT APPLICATIONS

Use the application designed for the work.

FinanceGPT supports financial creation; EquityGPT supports portfolio construction and management; FinanceGPT Labs provides the complete platform; FinanceGPT Developers provides APIs and model tooling; FinanceGPT Tools provides focused utilities; FinanceGPT Chat provides conversational finance.

FinanceGPT EquityGPT FinanceGPT Labs FinanceGPT Developers FinanceGPT Tools FinanceGPT Chat