| Time savings | Manual tasks: ad management, email writing, support, inventory planning | 15-25 hrs/week saved | Hours tracked pre/post automation |
| Ad spend efficiency | Budget allocation, bid optimization, creative testing, audience targeting | 10-20% of ad spend recovered | ROAS improvement, CPA reduction |
| Revenue lift | Personalization, segmentation, cross-sells, dynamic pricing | 10-30% revenue increase | Revenue per visitor, AOV, conversion rate |
| Error reduction | Inventory accuracy, pricing errors, support quality, data entry | 50-80% fewer operational errors | Stockout rate, return rate, escalation rate |