We have models that can reason, write, and build. Put them inside a business, and they still have to find out what’s going on.
The answer rarely lives in one document. It lives between a customer record and an overdue invoice. Between a support conversation and a product change. Between what happened and the relationships that explain why.
Retrieval decides what AI gets to see.
A model can work only with the context it receives. If retrieval misses an important record, the model reasons without it. If it brings back irrelevant material, the useful signal has to compete with noise. Finding the right context deserves as much care as choosing the model.
We’re building Polygres to make that work easier. Graphs help follow connections. Vector search finds semantic relevance. Full-text search finds the terms that matter. Together, they give developers more ways to find what a question needs.
Build where the data lives.
Developers have already invested in their data models. They know their tables, their relationships, and their Postgres tooling. We believe retrieval infrastructure should build on that foundation.
That belief shapes our work on pgGraph and pgContext, the open-source engines behind Polygres. We want developers to be able to inspect the code, understand the results, and decide how to use it.
The AI-native database isn’t another database.
We see a future where the interface to data is a virtual, ephemeral layer. Context takes shape around a question, serves its purpose, and makes way for the next. The underlying records stay durable. What changes is the view that intelligence needs.
That is the future we’re building toward. Retrieval is the foundation: finding the right records, following the relationships, and assembling the context that matters.
Make the world’s data AI-native.
Our ambition reaches beyond a better search box. We want intelligence to work with the information the world already has, wherever useful context is waiting to be found.
We’re solving AI retrieval. There’s a lot to build.
Build with us