1.4B+
vectors indexed
NeuralDreams is a data brokerage for the AI era. We take high-signal corpora and do the unglamorous, precise work of turning them into vector indexes you can query in milliseconds.
Retrieval is the bottleneck in modern AI. Models are abundant; clean, vectorized, query-ready data is not. Most teams spend weeks scraping, cleaning, chunking, embedding and tuning an index before they can ask a single useful question.
We exist to delete that work. NeuralDreams vectorizes valuable corpora once, carefully, and brokers the result — as a downloadable index, a hosted endpoint, or an interactive console. You get the finished artifact, versioned and auditable, and spend your time building instead of plumbing.
Data infrastructure should feel like an instrument, not a construction project. Precise, measurable, and quiet enough to trust. That principle shapes everything from our index tuning to the way this very page is laid out.
Every dataset carries its source, embedding model, version and checksum. If we can't trace it, we don't ship it.
We publish real recall and latency numbers. Performance claims should be reproducible, not aspirational.
Self-host and your data never leaves your environment. Hosted runs in isolated, region-pinned tenancy.
Datasets are re-embedded and re-indexed on a schedule. Stale retrieval is a bug, not a tier.
Online console, downloadable index, or API — the same vectors underneath. Switch without re-buying.
The best infrastructure is the kind you forget is there. We optimize for quiet, not for surprise.
Partnerships, dataset proposals, press, or access requests — we read everything and reply within a business day.