Services
Executive consulting
on AI & product
Focused engagements with measurable outcomes. No retainers for retainers' sake — only work that moves a real number.
Search & Recommendation Audit
Find the relevance gaps costing you GMV.
A structured 3-week engagement to diagnose your search and recommendation systems. I map current architecture, analyze query and interaction logs, identify ranking failures, and deliver a prioritized roadmap for relevance improvements — with expected GMV impact estimates for each initiative.
What you get
- Query intent classification audit
- Ranking failure analysis across query buckets
- Retrieval architecture review
- Recommendation coverage and diversity assessment
- Prioritized improvement roadmap with projected impact
Ideal for
Marketplaces and commerce platforms with search-driven revenue seeking meaningful conversion improvements.
AI Product Strategy
From AI capability to product advantage.
Many companies have access to the same foundation models. The differentiation is in how you design around them. This engagement helps you define what AI products to build, how to evaluate them, how to avoid the most common failure modes, and how to structure teams for ongoing AI product development.
What you get
- AI product opportunity mapping
- Build vs. buy vs. fine-tune decision framework
- Evaluation methodology design
- Team structure and capability gap analysis
- 12-month AI product roadmap
Ideal for
Product leaders at AI startups or enterprise companies building their first or second AI product.
LLM Product Design
Design AI-native experiences that hold up in production.
Working with you to design LLM-powered products end to end — from the product spec to prompt architecture, evaluation framework, user experience, and operational model. I help you avoid the patterns that look good in demos but fail at scale.
What you get
- Use case definition and prioritization
- Prompt architecture and system design
- Evaluation framework and quality metrics
- Human-in-the-loop interaction design
- Failure mode analysis and mitigation plan
Ideal for
Teams shipping their first LLM product or scaling from prototype to production.
Marketplace Growth
Systematic GMV growth through product.
Marketplace growth that compounds requires aligning supply, demand, and discovery into a coherent product strategy. I work with founders and product leaders to identify the highest-leverage growth opportunities — from discovery surface redesigns to experimentation infrastructure to monetization product.
What you get
- Growth diagnostic across acquisition, activation, retention
- Funnel analysis and conversion mapping
- Discovery surface audit
- Experimentation program design
- Monetization product strategy
Ideal for
Marketplace founders or product leaders seeking to scale GMV without proportional CAC increases.
Pricing is scoped per engagement. Most projects start with a discovery call to understand scope, timeline, and expected outcomes. If the fit is right, we move quickly.
Schedule a discovery call