Problem Identified
Dec 2025
Designing a way to deliver early engagement to new users so they quickly see value, build posting habits, and enter the viral growth loop—without compromising feed quality.
B2C Consumer Tech
Social Media
Project Overview
The Problem
First-time posters often receive little to no interaction due to limited reach and audience.
Lack of early feedback reduces motivation, preventing habit formation in the critical first week.
Reduced engagement lowers content creation, weakening the platform’s core organic growth engine.
Core Challenge
• Ensure new users receive meaningful interactions soon after posting.
• Help users experience value quickly so they continue contributing content.
• Improve activation without compromising content quality or feed relevance.
Impact at Stake
Low early engagement increases first-week drop-offs, reducing long-term active users.
Fewer active contributors lead to slower content generation and weaker network effects.
A broken viral loop limits discovery, reducing new user acquisition driven by engagement.
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