Commercial Product Leadership
How comparing results across reward formats, operator workflows, and platform infrastructure informed commercial choices.
Leadership question
How do you compare customer, operator, and platform results to guide commercial priorities?
Case at a glance
Reward Machine Bonus Draw
+18% NGR
Recorded against control alongside +22% higher eGGR.
Bonus-spin CS contacts
69% fewer
Bonus Spins Merch also recorded 17% higher bonus-spin usage.
Tax savings
$500K / month
Recorded for Casino Bonus Wallets alongside foundational reporting capability.
Casino growth depended on decisions across customer, operator, and platform work, not one feature. Reward formats changed participation and revenue. Merchandising changed usage and support demand. Operator workflows changed campaign speed. Platform investments changed financial and reporting capability.
Challenge
The work required comparing customer, operator, and platform results without collapsing them into one growth claim.
Each initiative began with a different constraint. Some asked which reward format would perform better. Others asked why customers needed support, why campaigns took too long to configure, or what reporting and wallet foundations the business needed.
I led design across these growth-critical initiatives and used their local results to inform priorities. Together, the results revealed differences among customer, operating, and platform investments within a broader commercial effort.
Business context
Reward formats, operating workflows, and platform foundations each changed a different part of the business equation.
Customer-facing experiments tested whether format, anticipation, and merchandising changed participation or revenue. Operator work focused on campaign setup, testing, and support demand. Platform work addressed reporting, wallets, and capabilities that could serve many initiatives.
Comparing them in one view made those differences useful. It gave partners a way to weigh immediate launch results against operating efficiency and longer-lived infrastructure rather than treating every initiative as the same kind of win.
Approach
Each result stayed with its initiative, while patterns across the work informed where to invest next.
Test
Compare reward and merchandising choices
Used initiative-level comparisons to understand changes in revenue, participation, sentiment, usage, and support demand.
Enable
Design for the people operating the product
Included setup time, testing, support, and release quality in decisions about growth mechanics.
Invest
Build foundations with repeat value
Prioritized templates, wallets, and reporting capabilities when they could improve more than one campaign or market.
+18%
NGR vs. control
Reward Machine Bonus Draw also recorded +22% higher eGGR than control.
69%
Fewer CS contacts
Bonus Spins Merch also recorded 17% higher bonus-spin usage.
$500K
Monthly tax savings
Casino Bonus Wallets paired financial value with foundational reporting capability.
Artifacts
The artifact organized business questions, initiative decisions, local measures, and broader implications.
Executive market story board
Measured impact
The case combines initiative-level results across revenue, participation, support efficiency, operator speed, and infrastructure.
Outcome
Reward Machine Bonus Draw recorded +18% higher NGR and +22% higher eGGR than control.
Outcome
A branded bonus-spin launch recorded +363% daily active players for the named game and market.
Outcome
Bonus Spins Merch recorded 69% fewer related CS contacts and 17% higher bonus-spin usage; other workflow initiatives reduced setup and testing time.
Outcome
Casino Bonus Wallets recorded $500K in monthly tax savings and unlocked foundational reporting capability.
Reflection
A commercial growth story becomes more useful when leaders compare revenue, participation, operating effort, support demand, and infrastructure value without turning them into one oversized claim.
What We Learned
These principles shaped how I approached the next product and team decisions.
01
A portfolio story is credible when each measure retains its comparison, scope, and ownership boundary.
02
Operator time, testing speed, support demand, and reporting can change the value of customer-facing ideas.
03
I would define portfolio-level evidence rules earlier so teams could compare customer, operator, and platform bets without flattening unlike outcomes.
Leadership Conversations
Open to Product Design Director opportunities across industries.
Based in the U.S. and open to product design leadership opportunities.