We're beginning to understand AI's true power: not that it's unlimited, but that we can do things we never did before.
Moving Beyond Prompts Into Context
Expert consulting to define your vision, shape your projects, and execute AI initiatives that reach production
Not Ready for PMaaS Yet?
David PM excels at managing projects, but what if you don't have a project yet? I help you shape ideas into executable initiatives with clear scope and success criteria.
Define Your Project
Transform vague ideas into concrete initiatives with clear deliverables.
Define Success
Establish metrics that matter before you start building.
Value Proposition
Align stakeholders with collaborative documents that clarify the path forward.
Proven Decision Frameworks
Years at Amazon learning how they build products and run programs. Available to walk through these frameworks with your team.
PR/FAQ Process
Start with the press release you'd write at launch, then work backwards. Forces clarity on customer value before a line of code is written.
StrategyTenets
Principles that guide decisions when you're not in the room. Define them once, use them to resolve tradeoffs for years.
DecisionsMechanisms Over Goals
Goals tell you what you want. Mechanisms tell you how you'll keep getting there. Repeatable systems instead of one-time heroics.
OperationsBias for Action
Speed matters in business. Many decisions are reversible and don't need extensive study. Know when to move fast and iterate.
ExecutionAI Execution That Works
MIT's 2025 report attributes these failures to brittle workflows, weak contextual learning, and misalignment with operations. These are solvable problems.
As a former member of Amazon's ML team and AWS AI Labs, I design for the non-deterministic nature of AI from day one.
Pure AI Systems
When full automation makes sense. Appropriate guardrails and evaluation frameworks.
Human-AI Hybrid
The David PM model. AI handles routine tasks while humans catch what AI misses. Highest-value for business-critical workflows.
RAG & Knowledge Graphs
Ground AI responses in your actual data, reducing hallucinations and increasing accuracy.
Ready to Define Your Path Forward?
Shape a vision, learn decision frameworks, or execute an AI initiative.
Contact: support@davidpm.pro