SunnyMetrics: When Praise Masked the Cracks
A real-world example of Positivity effect in action
Context
SunnyMetrics was a B2B SaaS startup that provided analytics dashboards for small e-commerce teams. Early adopter customers frequently gave enthusiastic verbal praise in onboarding calls, and the founding team used these stories to shape product priorities.
Situation
After a successful pilot with three retailers, the product and leadership teams felt confident the product-market fit was established. They leaned into feature polishing and marketing based on the positive anecdotes rather than systematically reviewing negative signals in product usage and support data.
The bias in action
Team members remembered glowing onboarding calls and a few passionate customer quotes, and these positive memories dominated product discussions. Critical feedback—low usage of a key feature, recurring support tickets about data freshness, and NPS detractor comments—was downplayed as outliers or blamed on customer onboarding. The leadership’s subjective recollection of enthusiasm led them to deprioritize fixing underlying stability and usability issues that the data and detractors consistently flagged.
Outcome
Over the next nine months, a growing number of customers quietly churned or downgraded their plans. The marketing message emphasized case-study stories while the product experienced friction that reduced daily active users and increased support load.



