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How TraderStat verifies public trading performance.

Learn how TraderStat verifies public trader signals using AI extraction, historical Binance and cTrader data, ROI calculation, and accuracy scoring.

Overview

TraderStat uses an AI-assisted verification workflow to convert public trader claims into structured signals, compare them with historical market data, and calculate performance metrics with a consistent methodology.

AI scans public social media

TraderStat monitors public sources such as X and Telegram for trader posts that contain actionable trading claims, market direction, or signal-like language.

Signal claims are extracted

The engine identifies the traded instrument, direction, entry price, stop-loss, and take-profit claims. If a trader gives multiple targets or stops, they are stored as structured lists.

Historical market data is checked

Crypto signals are compared against Binance market data, including historical candles and available depth context. Forex signals are verified against cTrader data where applicable.

ROI and Accuracy are calculated

TraderStat determines whether the target or stop was reached first, then calculates ROI, average result per signal, accuracy, drawdown, and aggregate trader rating.

Data flow

The verification path is designed to keep every signal traceable from the original public message to the final database record used on trader profile pages.

Trader post

A public tweet, Telegram post, or channel message contains a market claim.

AI extraction

The model converts natural language into pair, direction, EP, SL, and TP fields.

Market replay

Historical candles and market data are checked to determine signal outcome.

Metric calculation

ROI, accuracy, drawdown, win rate, and score inputs are calculated.

Supabase record

The normalized signal and trader statistics are stored for SSR profile pages.

All verification algorithms are developed and maintained by TraderStat Team under the supervision of our CEO.

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