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Developers
LARGE QUANTITATIVE MODELS

Quantitative engines for financial calculation, simulation and risk.

FinanceGPT LQMs are governed quantitative model systems built over financial numerical data, mathematical relationships and financial structure. They produce reproducible outputs such as valuations, forecasts, risk measures, scenarios and optimizations.

In one sentence: A FinanceGPT Large Quantitative Model is a governed quantitative model system used for numerical finance. “Large” describes the quantitative problem and model system, not a marketing parameter count.

FinanceGPT Developers
intent = "forecast liquidity"evidence = workspace.data()model = LQM.run(evidence)reasoning = QLM.compose(model)action = policy.review(reasoning)
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Data & evidenceQuantitative modelLanguage orchestrationGoverned tools
ANSWER-FIRST DEFINITION

A FinanceGPT Large Quantitative Model is a governed quantitative model system used for numerical finance. “Large” describes the quantitative problem and model system, not a marketing parameter count.

HOW IT WORKS

Models calculate. Evidence stays attached.

Financial data flows through quantitative methods and model modules, while evaluation, versioning, lineage and reproducibility evidence remain attached to the output.

Deterministic finance
Statistics and econometrics
Risk and portfolio models
Simulation and generative quantitative methods
QUANTITATIVE INTEGRITY

The language model is not the calculator.

FinanceGPT separates language interpretation from quantitative calculation. Outputs can carry the model, inputs, assumptions, version and execution evidence used to produce them.

Financial data
Quant kernel
LQM modules
Evaluation evidence
Reproducible outputs
BUILD & PUBLISH

Take a governed LQM from training to an evidence-backed artifact.

The LQM developer workflow is designed around model lineage, evaluation, evidence and controlled publication rather than opaque model deployment.

Train reproducibly
Evaluate quantitative fidelity
Seal evidence and lineage
Publish separately from activation
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.