Version 3 · Chart Vision + Optimiser

Risk-Aware Intelligence
for the Modern Investor

A portfolio web app that measures the risk of your real holdings, rebalances them with Markowitz mean-variance optimisation, and reads candlestick chart screenshots with OpenCV.

Create Account Try Chart Vision

Chart Vision benchmark: synthetic charts with known prices, 13 styles, incl. JPEG and resize

351
Test charts benchmarked
0.064%
Mean close-price error
99.7%
Price axes read by OCR
~1.4 s
Per chart (laptop CPU)

Core Intelligence Hub

Built on a foundation of quantitative mathematics and deep learning neural networks.

Portfolio Risk Check

Measures your real holdings on two years of daily prices: volatility, worst likely daily loss (95% VaR), biggest drawdown and which holding carries the most risk.

See your risk

Risk-Aware Allocation

Automatically rebalance your portfolio using the Markowitz Efficient Frontier to minimize volatility while maximizing risk-adjusted returns.

Run Allocation Model

Rebalancing Plan (PDF)

Pick Conservative, Moderate or Aggressive, add any new money you plan to invest, and export a PDF plan with exact buy/sell amounts and plain-language suggestions.

Sample Terminal Report

Chart Vision

Upload a candlestick screenshot and OpenCV reads every candle, turning the image back into open, high, low and close prices.

Open Chart Vision

Portfolio Optimiser

Markowitz mean-variance optimisation with an interactive efficient frontier: pick your assets and see the minimum-risk and maximum-Sharpe mixes.

Open Optimiser

System Architecture

How data moves through RAPOS.

1

Data Ingestion

Your holdings are stored per user in Supabase (Postgres with row-level security).

2

Neural Processing

The FastAPI backend pulls real daily prices and computes returns, volatility, drawdown and correlations.

3

Risk Optimization

Mean-variance optimisation finds minimum-risk and maximum-Sharpe weights.

4

Review & Export

Compare current and target weights and see the trades needed. RAPOS never places orders.

Try RAPOS

Create a free account to save a portfolio, or upload a chart screenshot to Chart Vision without signing in.

Create Account Log In