Most startups build AI features. Few build AI strategy. Here's how to design systems that ship, scale, and create defensible moats.
What to build, and what not to build. Use case prioritization, build vs. buy vs. wrap decisions, model selection (GPT-4 vs. Claude vs. open-source), UX design that feels like magic, and differentiation strategy.
Model pipeline design, RAG architecture, systematic prompt engineering, automated evaluation frameworks, and cost modeling that doesn't bankrupt you at scale.
Data flywheel design, fine-tuning strategy, proprietary dataset creation, privacy/compliance (GDPR, SOC 2), and synthetic data when real data isn't enough.
Multi-agent orchestration, tool use design, memory systems (short-term, long-term, cross-session), safety guardrails, and human-in-the-loop patterns.
Positioning beyond "AI-powered," pricing strategy (per-seat vs. usage vs. outcome), demo strategy, trust building, and enterprise sales readiness.
Current tech stack review, use case identification, cost analysis, competitive landscape, and data asset inventory. Understand your state before prescribing anything.
AI product strategy document, technical architecture recommendation, model selection and cost projections, data strategy, and 90-day execution roadmap with milestones.
Architecture review as you build, prompt engineering guidance, evaluation framework setup, weekly check-ins, and investor pitch support for your AI narrative.
Maybe not. I'll tell you honestly. Some products don't need AI — they need better UX or a simpler solution. If AI isn't the right answer, I'll say so and save you $200k.
Depends on your use case, budget, data sensitivity, and latency requirements. I'll help you evaluate with real benchmarks, not blog post opinions.
AI audit only: $5k. Full strategy + 8 weeks execution support: $25k-$30k. Scoped after our first call.
I advise and architect, not implement full-time. I can review code, guide your engineers, and connect you with implementation partners.
Yes. Most of my clients need someone to translate AI possibilities into business strategy. I bridge "what's possible" and "what's profitable."
30-minute strategy call. We'll discuss your product, your AI ambitions, and whether I can help. No jargon, no sales pitch.
Book a Consultation