An architectural decision is ahead
- Problem
- The team is facing an important technical choice.
- IT/AI help
- External review, trade-off analysis, recommendation.
- Result
- A decision based on arguments, not gut feeling.
I help technical teams regain clarity when the system, architecture, or pace of change starts getting out of control.
Sometimes it is an architectural decision. Sometimes it is technical chaos after fast development. Sometimes it is code generated with AI that works, but nobody is sure whether it is a good foundation for the future.
Examples
Where this usually shows up
The system works, but is hard to maintain
- Problem
- Changes are risky, dependencies are unclear, and the code is hard to evolve.
- IT/AI help
- Structure review, module boundaries, data flow analysis.
- Result
- A clean-up plan without freezing development.
AI-generated code needs review
- Problem
- Code was created quickly, but it is unclear whether it is safe, maintainable, and aligned with the architecture.
- IT/AI help
- Review, risk identification, refactoring recommendations.
- Result
- Fast development without creating technical debt nobody understands.
Chaos needs to become a plan
- Problem
- There are many technical problems at once and no clear priority.
- IT/AI help
- Diagnosis, problem map, action order.
- Result
- A plan that makes sense to both the team and the business.
Applications
Technical areas where an outside view helps
AI agent architecture
Designing task boundaries, tool access, memory, approvals, logging, and failure paths before agents touch important business processes.
RAG and knowledge systems
Structuring ingestion, retrieval, permissions, evaluation, and source attribution so answers are useful and traceable.
Integration design
Connecting CRM, ERP, ticketing, finance, warehouse, or document systems without creating a brittle chain of hidden dependencies.
Data and BI pipelines
Reviewing how operational data moves into dashboards, reports, and decision tools, including validation and ownership.
If any of these examples sound familiar, let’s have a no-pressure conversation.
Tell me what the situation looks like on your side. I’ll tell you honestly whether I see a sensible direction and where I would start.