Sidd founded Malachyte, an artificial intelligence-based recommendation platform for e-commerce. The company states it is focused on product recommendations for users with little known data.

According to the Google Cloud AI Blog, demand for personalized and relevant content has become a standard consumer expectation. For online services competing for audience attention, the quality of such personalization takes on particular significance.

The provided materials do not disclose exactly how Malachyte works, what results it has achieved, or which companies are already using the platform. The source is presented as metadata and a synopsis, so these details require separate verification.