Product Commercialization Framework
Takes products to market across operators, channels, and partners, from launch strategy to in-market execution.
→ Indonesia, India, Tier-1 operators.
Denver, COCommercial IntelligenceCommercial StrategyRevenue Systems
Commercial Intelligence & Commercial Strategy Leader
Strategy into systems. Organizations have more information than ever, and less time to act on it. My work is commercial intelligence: the systems that turn information into decisions.
Build the commercial intelligence systems that turn information into decisions.
I have spent twenty years watching good information die in the gap before a decision. Closing that gap is the work. Information alone doesn't create advantage; the ability to turn it into decisions does. My work is the loop every commercial organization runs, from signals to intelligence to the decision at the hinge, and the systems that help it run faster.
What the work has actually produced.
Drove commercialization across six global telecom operators.
Took products to market from launch strategy to in-market execution.
Live web properties and digital surfaces shipped.
Global telecom and SaaS: SoftBank, Globe Telecom, Telkomsel, AT&T, Verizon, SFR.
A sample of what I've built, described as case files.
Takes products to market across operators, channels, and partners, from launch strategy to in-market execution.
→ Indonesia, India, Tier-1 operators.
Turns market, account, and product signals into decision-ready output for growth and strategy.
→ 9 verticals, 2 products.
Ingests signals from many sources and surfaces opportunities and trends before they are obvious.
→ Daily multi-source runs.
Captures organizational context and compounds it across sessions, so knowledge accrues instead of resetting.
→ 5,900+ knowledge objects.
Runs thousands of outcome scenarios to model behavior, progression, and system balance.
→ 1,000s of simulated runs.
One-to-many publishing and discovery architecture across many properties and surfaces.
→ 60+ properties and surfaces.
Where analytics answers what happened, commercial intelligence answers what to do about it, compressing scattered signals from sales, product, market, and operations into decision-ready guidance.
Knowledge should accrue instead of resetting. The institutional memory layer captures organizational context and compounds it across sessions.
The commercial work turns information into decisions. This is the same instinct with no brief attached: color, motion, worlds, and generative systems.
See the work →