The trader’s
research desk.
Market data APIs, historical data, algo development and AI tools — explained with evidence, for stock, F&O, crypto and forex traders.
AI Trading Tools in 2026: What They Can Read From a Chart — and What They Cannot
An honest guide to AI trading tools in 2026 — what AI can reliably read from market structure, order flow and open interest, where it fails, and how to judge any AI indicator.
15 September 2026 · 9 min readRead →From Idea to Live Algo: A Practical Build Path for Stocks, Crypto and Forex
A six-stage build path for algorithmic trading strategies across Indian stocks and F&O, crypto and forex — data, research, backtest, paper trading, deployment and monitoring.
12 September 2026 · 10 min readRead →Research93% of F&O Traders Lose Money. Here Is What Open Interest Shows That Price Cannot
SEBI found 93% of individual F&O traders lost money over three years. How open interest separates fresh positioning from short covering — and how to read it on a chart.
9 September 2026 · 8 min readRead →Tick, 1-Minute or End-of-Day? How Much Historical Data Your Backtest Really Needs
How to choose the right historical market data granularity for backtesting stock, F&O, crypto and forex strategies — and the four data errors that quietly ruin results.
5 September 2026 · 8 min readRead →Market data APIsStock Market Data APIs in 2026: A 12-Point Checklist Before You Pay for a Feed
A practical 12-point checklist for choosing a stock, F&O, crypto or forex market data API in 2026 — licensing, latency, history depth, OI, corrections and cost.
2 September 2026 · 9 min readRead →