Limited engagements

Start with the problem.

A concise outline is enough. If the problem and working model appear aligned, the next step is a direct conversation—not a generic sales process.

Complex search, migration or architecture problem

AI visibility question with commercial significance

Bounded AI workflow or internal knowledge opportunity

Team willing to provide access, evidence and accountable owners

Fit assessment

Discuss an engagement

Share the domain, the commercial context and a concise description of the problem. Detailed access can wait until fit and scope are established.

Please do not include passwords, API keys or confidential system data in the initial inquiry.