Built by an investor,
for investors

Kosh started as a personal tool to remove emotion from investing decisions. It grew into a full-stack platform that combines deep fundamental analysis with autonomous, signal-driven trading.

The Story

Most trading losses don't come from bad analysis — they come from bad behavior. Panic sells, revenge trades, FOMO buys. The same patterns, repeated by the same creature driven by fear and greed.

AI can't generate alpha or create a magic money tree. The odds are that everything is already priced in. But what AI can do is help you build strategies, test them, and execute them systematically — removing emotion from the equation.

That's what Kosh does. It scans markets for signals across multiple data sources, synthesizes them into narratives using AI, and acts on them with discipline. No panic. No greed. Just consistency.

AI makes you more disciplined, not smarter. And if you think about where most trading losses actually come from, that distinction matters more than people realise.

Tech Stack

End-to-end TypeScript. Self-hosted on a Raspberry Pi.

Next.js & React

Full-stack TypeScript application

PostgreSQL & Prisma

Type-safe database layer

Claude AI

Market narratives & conviction analysis

FMP & Finnhub

Real-time market data from 10+ endpoints

Self-hosted

Runs on a Raspberry Pi with PM2 & cron

Alpaca Integration

Paper & live trading via brokerage API

Build Timeline

Phase 1

Fundamental Analysis

Deep-dive stock reports with valuation, growth, health metrics, and peer comparison.

Phase 2

Portfolio & AI Summaries

Track holdings, get Claude-powered portfolio analysis with concentration risks and rebalancing.

Phase 3

Signal Discovery

Market-wide signal scanning — insider trades, congressional activity, earnings, news, and technicals.

Phase 4

KoshPilot (Autonomous Trading)

Signal-first architecture that discovers opportunities, analyzes with AI, and executes trades autonomously.

Phase 5

Live Trading & Scale

Alpaca live trading, multi-user support, cron-based automation, and performance optimization.

SB

Shubham Balsaraf

Software engineer and investor. Built Kosh to systematize investing decisions and remove the emotional patterns that cost most traders money.

Want to try Pro features?

DM me on Discord — I'll enable it for you

Send a quick message with your email and I'll upgrade your account to Pro. Also happy to hear feature suggestions or feedback.

Message preview

Hi! I'd like to test out Pro features on kosh.trade. Email: your@email.com

Opens Discord and copies the message — just paste it in the DM to noobkratos987

Have a feature idea or suggestion?

Reach out on Discord — always looking for ways to improve Kosh.