Alpaca vs Vuga

Alpaca is a registered securities broker with commission free stock trading specifically for developers and trading bots.

Alpaca offers a commission free stock trading API purpose built around automated investing. This allows developers to build algorithms and programs to trade stocks. Features include; real-time market data, a REST API and WebSocket stream, an algorithm management dashboard, paper trading features, Slack community, and more.

Smart-Music discovery platform for African music

Vuga is an online music discovery and recommendation service that allows
user's to listen to African music as it may appeal to their mood or listening
preference. Music selection and delivery is made possible through our special
algorithm & semi-professional human data input.