AI knowledge systems for companies with data they can't use yet.
Fixed-scope AI knowledge system builds for manufacturers and data-heavy SMBs. We turn your technical docs, product data, and institutional knowledge into AI systems that actually work.
Turn trapped knowledge into
queryable intelligence
Your team knows things that live in PDFs, manuals, spec sheets, and tribal knowledge. We build AI systems that make all of it searchable and conversational.
AI Knowledge Systems
Custom AI systems that retrieve and reason over your proprietary documents. Technical manuals, product specs, installation guides, troubleshooting databases — indexed and queryable by your team or customers.
System Integration
Connect ERPs, document stores, databases, and APIs into a single intelligent layer. We build the data pipelines that feed your AI — no manual re-entry, no stale exports.
Customer-Facing AI
AI assistants your customers can use directly — finding product specs, getting installation help, and resolving support issues without waiting on hold. Reduces support load while improving accuracy.
Fixed scope.
Clear deliverables.
Discovery & Data Audit
We map your data landscape — what you have, where it lives, what format it's in, and where the highest-value AI integration points are.
Architecture & Pipeline Design
We design the system before writing code. Data ingestion strategy, embedding model selection, retrieval architecture, and user interface wireframes.
Iterative Build
Working demos at every stage. You see a functional system within weeks, not a slide deck. Async-first communication — no unnecessary meetings.
Production Deploy
Ship to your infrastructure with monitoring, documentation, and a clear handoff. On-prem capable — your data never has to leave your network.
Engagement at a Glance
From messy data to
working platform
Every engagement follows the same arc — understand the data landscape, design the intelligence layer, build iteratively, and ship something real.
Discover
We audit your data sources, understand workflows, and identify where AI creates the most leverage for your team and customers.
Design
We architect the system — data pipelines, embedding strategy, retrieval patterns, user experience — before writing code.
Build
Iterative development with working demos at every stage. You see progress weekly, not quarterly. Async updates, no status meetings.
Ship
Deploy to your infrastructure with monitoring, documentation, and a roadmap for what comes next.
Deployed in production for a
multi-million dollar manufacturer
This isn't a concept. It's a system we built, deployed, and operate — the credibility anchor for everything we offer.
Industrial AI Support Platform
A three-platform ecosystem for a multi-million dollar valve manufacturer: a central operations hub, a customer-facing portal, and an AI-powered support system trained on proprietary technical documentation. The AI assistant helps customers find valve specifications, installation procedures, and troubleshooting steps — reducing support load and improving response accuracy.
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