AI for your work · engineering for the outcome
Choose the format around the decision you need now.
For leaders: a clear AI opportunity map. For teams: practice on their own work. For technical teams: an agent workflow. Once the hypothesis is sound, I can help with a pilot, architecture and delivery.
For leaders, operations teams and events
AI advisory, workshops and talks
When you need to choose a meaningful task, test it in practice or explain AI opportunities and limits clearly.
For founders, product and engineering teams
AI-agent workshops and automation pilots
A separate technical practice for coding-agent workflows and a separate implementation stage for one controlled business process.
Technical AI agent workshops
AI agent workshops for founders, product builders and engineering teams
Technical AI agent workshops covering task specification, project context, a small working prototype, tests, code review and the path to production.
- A bounded technical task
- A project context package
- A work breakdown
AI automation consulting
AI business process automation—from cost baseline to controlled pilot
AI automation consulting for process selection, ROI, integrations, human control and a measurable pilot.
- Current-state baseline
- Process selection
- Flow architecture
For products and technical teams
Technical delivery and risk management
When you need to inspect a system, design a complex product core or make production infrastructure manageable.
Independent software audit
Software technical audit before investment, handover or growth
Independent software, architecture and infrastructure review with evidence-based risks, business impact and a prioritized remediation plan.
- Decision summary
- Evidence-based risk register
- Architecture and data map
Marketplace development
Marketplace architecture and development: transactions, payments, KYC and operations
Marketplace platform development from transaction model to working product: roles, Stripe Connect, KYC, payouts, disputes and MVP scope.
- Transaction-state map
- Roles and permissions matrix
- Payment and payout architecture
AWS & Azure infrastructure
AWS and Azure infrastructure review: access, data, resilience and cost
Product-aware AWS and Azure review covering instances, IAM, databases, backup, monitoring, cost and prioritized remediation.
- Current architecture map
- Access matrix
- Data and recovery review
Working principle
Start with a real work question and the required outcome. Then choose the right AI or technical format.
I do not sell transformation as an abstract promise. We first agree what a leader or team must understand, test, decide or put into operation.