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Forward-deployed AI product management

I put AI to work.
Inside real workflows.

I work with customers and engineers as a senior AI product and project management professional, turning operational problems into useful, integrated AI workflows.

How I start close to the customer

I begin with the real workflow. I clarify the business problem, identify where AI can help, and work with engineering to shape a solution that fits the customer’s systems and operating environment. I stay involved through validation, delivery, and adoption.

My AI product and delivery experience

  • Enterprise AI agent platforms. I manage product and programme delivery around agent runtimes, agent and tool registries, remediation channels, approval workflows, and enterprise integrations.
  • Document intelligence and credit workflows. I work on OCR, data extraction, financial document processing, review and approval journeys, and downstream system integration.
  • Knowledge retrieval and enterprise data. I plan product capabilities around vector databases, table schemas, data dictionaries, and retrieval-augmented generation for domain-specific questions.
  • AI-assisted onboarding. I shape conversational onboarding and define what a useful customer interaction should achieve.
  • AI discovery. I evaluate use cases and weigh technical feasibility, customer value, and delivery effort.

How I take a use case into delivery

I help define the target workflow, data requirements, integration boundaries, human review points, and success criteria. I work with engineers to make implementation choices concrete, keep stakeholders aligned, and plan releases that produce useful learning before expanding scope.

How I judge whether it works

I agree the measures with your team: task completion, result quality, exception handling, time saved, adoption, and operating cost. I include evaluation and human oversight in the product plan from the start, and establish a clear owner and path into day-to-day use.

A few useful answers

How I work.
Where I can help.

What I do, how I work, and where I can help.

How do I approach forward-deployed AI product management?

I work directly with customers to understand operational problems, shape solutions with engineers, and guide integration and adoption. I bring senior product and project management experience to agent platforms, document intelligence, enterprise knowledge retrieval, and workflow automation.

How do I help restart a stalled AI pilot?

I review the customer problem, data and integration dependencies, acceptance criteria, ownership, and delivery plan. I then help the team decide what to change and what to deliver next.

Your next chapter

Have a complex challenge?
I can help you move forward.

Tell me what you’re building, where you’re stuck, or what your team needs to achieve.