Use Case: Quant Agent

Overview

The Quant Agent in Clario is built for financial and quantitative analysis.
It can analyse stock data, evaluate risk, calculate returns, and generate performance metrics directly from your datasets or real-time web sources.

Designed for finance professionals, researchers, and analysts, the Quant Agent brings the power of quantitative reasoning into Clario’s collaborative, agentic system.
It works seamlessly with the Plotter Agent to produce visual reports and with the General Agent to integrate financial insights into larger workflows.

What It Does

  • Runs portfolio, stock, and fund performance analysis

  • Calculates metrics such as volatility, Sharpe ratio, and drawdown

  • Evaluates correlations, risk factors, and asset relationships

  • Supports multi-period returns, comparisons, and time-series insights

  • Automatically visualises performance data using the Plotter Agent

The Quant Agent transforms raw market data into actionable insight, helping you understand both performance and risk efficiently.

How to Use

  1. Upload or Connect Data
    Upload your financial datasets or connect to market data sources.
    Supported formats include CSV or XLSX files with stock prices, returns, or other financial variables.

  2. Ask a Financial Query
    Example queries:
    “Calculate average monthly returns for Tesla”
    “Compare portfolio volatility between 2022 and 2023”
    “Analyse the correlation between Apple, Amazon, and Microsoft stocks”

  3. Quantitative Analysis
    The General Agent routes your query to the Quant Agent, which performs the required calculations using time-series or statistical methods.

  4. Visualization
    The Plotter Agent automatically visualises results such as volatility trends, portfolio comparisons, or return distributions.

  5. Review and Extend
    Ask follow-up questions or run deeper analysis without re-uploading or redefining your data.

Example Workflows

Portfolio Analysis

Query:
“Analyse the performance of my portfolio and identify the highest risk asset.”

Result:
The Quant Agent calculates returns, risk ratios, and volatility, identifying the asset with the highest exposure and visualising performance with the Plotter Agent.

Stock Correlation

Query:
“Show correlation between the top 5 tech stocks for the last year.”

Result:
The agent computes the correlation matrix and generates a heatmap visualisation.

Volatility Tracking

Query:
“Track daily volatility for the S&P 500 over the last 3 months.”

Result:
The Quant Agent performs time-series analysis and produces an interactive volatility trend chart.

Why It’s Powerful

  • Built for financial reasoning and quantitative research

  • Performs advanced computations directly in chat

  • Integrates with Plotter Agent for visual financial insights

  • Handles both static datasets and live market data

  • Reduces the complexity of quant workflows to natural language queries

Summary

The Quant Agent turns Clario into a powerful platform for financial intelligence.
From performance analysis to risk modelling, it combines quantitative accuracy with agentic automation.
Whether you are tracking markets, analysing portfolios, or studying correlations, the Quant Agent gives you the clarity and precision of a dedicated quant research tool inside an interactive AI workspace.

AI Workspace to Maximize your LLMs

Not here to improve my work with AI, yet - Just exploring

AI Workspace to Maximize your LLMs

Not here to improve my work with AI, yet - Just exploring