AI revenue systems · Product leadership · Operator-builder
AI systems.
I build AI-native operating systems that turn product, growth, and customer signals into measurable revenue actions.
Featured products
Seven products backing the case studies — every page below clicks through to live software, not screenshots.
Lifecycle Revenue Engine
Detects high-intent change events, matches users to entities, and generates outreach with economics-aware prioritization.
Turns lifecycle targeting from generic outreach into economically grounded prioritization.
Agent-Managed Acquisition
Campaign setup, test-cell scoring, budget reallocation, and policy-engine guardrails with full audit trail.
Lowers CAC volatility while improving speed and confidence of media decisions.
Pricing Experimentation Control Tower
Plans segmented pricing tests, simulates ARPU/churn/margin impact, and records promote/extend/pause/rollback decisions.
Turns pricing tests into controlled operating loops with explicit guardrails and decision history.
Retention Risk Command Center
Scores account health, recommends risk-driver playbooks, and tracks save-rate economics with SLA-aware ownership.
Turns retention from reactive triage into proactive revenue protection with measurable intervention payback.
Expansion Revenue Intelligence
Scores expansion readiness, recommends upsell motions, and tracks expected ARR, margin, and payback by account.
Turns account-base growth into an explicit operating loop for pursue, nurture, and defer decisions.
Email Engine ESP
Provider-backed email platform with templates, audiences, campaigns, journeys, delivery, tracking, suppressions, and analytics.
Turns owned email into auditable infrastructure instead of brittle one-off send logic.
Closed-Marketplace Auction
Quality-adjusted second-price auctions with reserve, pacing, behavior modes, and a live clearing ticker.
Transparent Vickrey clearing improves bidder trust and revenue stability vs. opaque max-charge auctions.
Value proposition
Multi-disciplinary
Product, engineering, ML, growth, and operations integrated into one execution model.
AI-native revenue systems
Decision engines that connect change signals to campaign actions and commercial impact.
Strategy + execution
Roadmap framing through shipped workflows, instrumentation, and operating cadence.
Operator track record
Built repeatable growth systems across subscription and SaaS operating environments.
How the systems work
Revenue system loop
How strategy turns into measurable commercial outcomes.