Contact
Start with a conversation
A polished proposal is not required. The initial conversation can start with the team, system, or decision at hand and cover training, architecture, migration, validation, technical evaluation, or speaking requests.

Meeting
Initial 30-minute conversation
A short conversation can identify the right starting point. A team objective, rough architecture sketch, data sample, migration mapping, or list of questions can be enough to get started.
If scheduling a meeting is inconvenient, you can also reach me via LinkedIn or email. Formal business information can be provided for quotations, contracts, and vendor registration.
Examples
Common starting points
- We need knowledge graph or GraphRAG training connected to real project decisions.
- We are considering a technology and need an independent view of whether it fits our use case.
- We need a second opinion on a data model, architecture, or technology choice.
- We are planning a migration and want to clarify dependencies, validation points, and risks.
- We need an independent technical evaluation of standards, interoperability, or multi-vendor options.
Many engagements start before requirements are finalized. Careful discussion of assumptions, relationships, dependencies, and validation needs often prevents larger problems later.