Impact
The Numbers That Matter
Every number here has a story.
Annual Revenue Impact
Total annual impact across PPL and PPC — built from zero.
PPL Revenue Annually
Four interns → dedicated team → $15M+ engine. The Intern Experiment in numbers.
PPC Revenue Annually
Built across Asian and European markets. CPL reduced 25%+. Revenue 3× YoY at peak.
New Vendors / Month
Vendor acquisition engine across three brands and three continents.
Reviews / Month
50× volume growth. Quality intact. Platform trust protected at every stage.
Spam Reduction
Fraud detection and moderation that eliminated 90% of platform spam.
Annual Cost Savings
Fraudulent incentive payments eliminated. Operational waste removed.
Cost Per Review Reduction
Half the cost per review — same quality, through process redesign and AI.
GCC Growth
Built GDM India from five founding members to 200+ — a strategic asset, not a support centre.
Direct Reports Peak
10 senior leaders in direct leadership team. Three continents. Multiple functions.
Vendor Governance
Annual vendor payments and governance processes overseen through India operations.
Employees Influenced
One of fewer than 10 on the Gartner India Executive Committee.
AI Productivity Impact
$1M+ annual gains from AI in production — before AI was mainstream strategy.
Functions AI-Enabled
Moderation, Prospecting, Sales Support, Revenue Ops, Sales Enablement.
Processing Speed Gain
Review processing speed multiplied through AI-assisted workflows.
Manual Processing Reduction
Half the manual effort. Same quality. Double the throughput.
Revenue
Annual Revenue Impact
PPL Revenue Annually
PPC Revenue Annually
New Vendors / Month
Trust
Reviews / Month
Spam Reduction
Annual Cost Savings
Cost Per Review Reduction
Scale
GCC Growth
Direct Reports Peak
Vendor Governance
Employees Influenced
AI
AI Productivity Impact
Functions AI-Enabled
Processing Speed Gain
Manual Processing Reduction