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Algo Trade Analytics Docs

Introduction

Algo Trade Analytics provides the missing link between your strategy’s intent and its real-world execution. Whether you are an automated trader or just looking to audit your strategy logic, we turn execution mystery into an unfair advantage.

The platform is built on three core pillars designed to help you iterate faster and trade with institutional precision:

Deep-dive into the “Truth of Execution.” We reconcile your TradingView signals with actual Alpaca fills to produce high-fidelity data on slippage, latency, and logic gaps.

Our GPT-5 powered AI Agents analyze your execution reports to reduce complex data into meaningful resolutions. It doesn’t just show you a match; it explains the “why” behind every discrepancy.

The Pine Script AI Editor closes the loop. It consumes your analytics reports and automated insights to suggest specific code improvements, helping you fix logic errors and optimize for real-world execution conditions.

  1. Logic Validation: Run Backtest vs Alerts to ensure your strategy fires alerts exactly when the backtest expects.
  2. Execution Audit: Use Alerts vs Fills to reconcile your TradingView signals with actual Alpaca fills.
  3. AI Resolution: Use AI Insights to identify the root cause of logic gaps or slippage.
  4. Automated Improvement: Feed the resolution into the AI Editor to automatically upgrade your Pine Script code.
  1. Validate Logic — Upload your first backtest CSV to find logic gaps.
  2. Setup Webhook — Create an endpoint and integrate the webhook alert payload into your Pine Script.
  3. Connect Broker (Optional) — Link Alpaca to automate execution audits.
  4. Quick Start — Send your first test signal in under 5 minutes.