Private AI for Company Knowledge
Give employees and AI agents useful access to internal documents, decisions, and project knowledge without treating every file as interchangeable text.
Explore this use caseUse Cases
Turn difficult business workflows into software that people can rely on.
Some projects begin with a product idea. Others begin with a spreadsheet that has become business-critical, a document collection nobody can search properly, or an application that needs useful AI without becoming harder to operate.
I work directly with the people who understand the problem, make the architecture decisions, and stay involved through implementation.
Recognize the problem first
Start with the situation you are trying to change.
You do not need to arrive with a technical specification or a preferred AI model. A useful first conversation covers the users, workflow, data, constraints, and result the business needs.
From there, we can decide whether the right answer is custom software, conventional automation, RAG, an AI agent, or a smaller change to the system you already have.
Replace Excel-Driven Workflows
Turn a spreadsheet-heavy operational process into maintainable software without losing the business rules, approvals, and exceptions that make the current process work.
Explore this use caseAdd AI to an Existing Application
Introduce search, extraction, recommendations, assistance, or tool-using workflows without rebuilding the entire product around an LLM.
Explore this use caseWorking model
The person making the architecture decision should remain close to delivery.
I use a forward deployed engineering model. I work with the business to understand the requirement, translate it into a technical path, and remain accountable while the system is built.
That reduces the information lost between workshops, architecture documents, development teams, and production handover.
Business requirement → Technical scope and architecture → Working software
Bring the business problem, not a predetermined solution.
Tell me what users are trying to accomplish, what currently gets in their way, and what a useful result would look like. I will help determine the smallest technical path worth building.
Discuss your requirement