LiTha.

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Trade Insight

Portfolio analytics for Trade Republic accounts, enriched with AI-driven news analysis and fundamentals.

  1. The public landing page

    Trade Insight: The public landing page in a browser
    Trade Insight: The public landing page on a smartphone
  2. Profit and loss across all trades

    Trade Insight: Profit and loss across all trades in a browser
    Trade Insight: Profit and loss across all trades on a smartphone
  3. Holdings, valued today

    Trade Insight: Holdings, valued today in a browser
    Trade Insight: Holdings, valued today on a smartphone
  4. Headlines, pre-sorted by AI

    Trade Insight: Headlines, pre-sorted by AI in a browser
    Trade Insight: Headlines, pre-sorted by AI on a smartphone
  5. Earnings of the week

    Trade Insight: Earnings of the week in a browser
    Trade Insight: Earnings of the week on a smartphone

Starting point

Trade Republic provides portfolio data but no reliable profit-and-loss calculation across multiple buy and sell events per security, and no market context. Third-party tools are expensive, opaque, or a poor fit for the German use case.

Solution

A web app designed and built from scratch that enriches portfolio data from six external sources: news sentiment, earnings briefings in German and English, five-year fundamental trends, plus a calendar of upcoming earnings. Language models run as a chain: when one fails or gets too expensive, the next takes over. Every model sits in the EU, and each task has its own order so running costs stay predictable. Every data point carries its source as metadata. The Trade Republic connection runs through an existing library that we cut down to the part the service actually uses — less foreign code means less that can break.

Outcome

Running in production with real users. Accepted into the AWS and Datadog startup programmes, which contribute infrastructure credits.

Tech used

  • Next.js 16
  • Fastify
  • Postgres + Drizzle
  • FastAPI
  • ts-rest
  • Zod
  • Docker
  • AWS Bedrock

View project — Trade Insight