Decoding AI
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Episode
3
Rags to Riches: Where do Vector DBs fit in? & Checklist for LLMs in Production
In this episode of the Decoding AI webinar series, Prayank Swaroop, Partner at Accel, Nirant Kasilwal of Qdrant, and Ayush Garg of Portkey, delved into Vector Databases. Together, they traced their history in recommendation systems (e.g., Spotify's Annoy Store) and feed rankings (e.g., Facebook's FAISS) and spoke on how VectorDBs excel in rapid data retrieval, especially for recommendation systems and semantic search, and support retrieval-augmented generation (RAG) for context-aware information retrieval.
The session highlighted the trade-offs involved in choosing a vector database, considering factors like real-time performance, embedding quantity, and dimensionality. Options like Qdrant and PZVector were discussed for their unique strengths of low latency and high performance.
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We’re building Passionfroot 1, an operating system for creators to manage their business.
We’re based in Europe and raised our $ 3.4m pre-seed round from Creandum and US angels such as Vlad (Webflow) and creators like Ali Abdaal.As we’re creating a new category and as the creator economy is global and mostly online, we’re building from Day 1 a global company and product that helps creators monetize around the world.
This brings a lot of complexities especially in terms of payments and taxes as our early users are based both in Europe and the US and deal with cross-border transactions.What are Do’s and Dont’s for European startups who have a global ambition and build products for a global customer base from Day 1. Anything you would do differently?
Thanks @pjbouten! Love how you’ve thought about incrementally shaping a category with a focus on product and service, and only then thinking about getting the message out there vs the other way around.
And totally agree on the distinctions and overlaps both self-serve and enterprise motions share.
Thanks, PJ, for taking the time to address questions from the great vantage of shaping Showpad into a global, enterprise SaaS brand!