Generalist models know everything in general and nothing in particular. Automaite builds the domain knowledge bases and custom AI systems that let teams in narrow industries — legal, medical, real estate, research — ship answers that hold up under scrutiny.
Most AI consultancies ship demos. We ship the substrate underneath — the curated knowledge, the retrieval, the memory that makes the demo survive contact with real users.
We gather authoritative material — papers, regulations, transcripts, listings, internal docs — and turn it into a retrieval-ready corpus. Indexed, embedded, deduplicated, and updated on a schedule. Your AI stops hallucinating because the right facts are reachable.
Off-the-shelf assistants don't know your industry's language, edge cases, or rules. We build narrow agents and pipelines — diagnostic helpers, intake bots, classifiers, research engines — that wrap a curated corpus and behave like a specialist.
Conversations end. Knowledge shouldn't. We deploy persistent memory services — facts, decisions, prior cases — so every AI session starts where the last one left off. Cross-project, cross-agent, cross-machine.
These are live corpora and pipelines we've built and operate. Each one took the form of a specific question someone needed answered — then became infrastructure.
Most agencies put a logo wall here. We don't have logos — we have receipts. What landed in the corpora and the agents this past month.
Every engagement is some version of the same four moves. We tell you which one we're in, and what comes out the other side.
What does your AI keep getting wrong, and what would a human specialist reach for to get it right? We find the knowledge that lives outside the model and name it explicitly.
Public datasets, licensed databases, proprietary archives, scraped public records, expert interviews. Each source gets a provenance trail so the corpus can be audited later.
Extraction, normalization, deduplication, embedding. We don't just dump documents into a vector store — we build the schema the retrieval layer actually needs.
Ship as an API, a memory service, or directly inside your stack. Then keep it fresh — corpora rot fast, and a stale knowledge base is worse than none.
A short email is enough to start. Describe the domain, the kind of question you're trying to answer, and who's stuck. We'll reply within a day with whether it's something we can help with and what it would take.
hello@automaite.ca