AI Tools & Platforms
The tools your engineering team uses, explained for humans who make product decisions.
OpenAI
The company behind GPT-4, ChatGPT, and DALL-E
OpenAI builds the most widely used large language models in the world. If your product has AI features, there's a decent chance it's powered by OpenAI under the hood. Their API is basically the default starting point for any team building AI into their product.
LangChain
The framework for building LLM-powered applications
LangChain is a framework that makes it easier to build applications on top of LLMs. Think of it as the plumbing that connects your AI model to your data, your tools, and your users. It's become the most popular framework for building AI apps, for better or worse (it's gotten some criticism for being over-engineered).
Pinecone
The vector database for AI applications
Pinecone is a managed vector database. If that sentence means nothing to you: it's a special database that stores data in a way that lets AI find similar things really fast. It's the backbone of RAG systems, recommendation engines, and semantic search.
Vercel AI SDK
The toolkit for building AI-powered web applications
Vercel's AI SDK makes it easy to build streaming AI interfaces in web apps. If your product needs a ChatGPT-like streaming response UI (and it might), this is one of the easiest ways to build it. It handles the annoying parts: token streaming, state management, model switching.
Snowflake
The data cloud that powers analytics and AI
Snowflake is a cloud data warehouse — which is enterprise-speak for "the place where companies put all their data to analyze it." It's become a central player in the AI space because, it turns out, you need a lot of well-organized data to build AI features. Who knew.
Amplitude
Product analytics for understanding what users actually do
Amplitude is a product analytics platform that tracks user behavior in your product. Click this, visit that, complete this flow, churn after 3 days. It's essential for measuring whether your AI features are actually working or just looking cool in demos.