Project Diagnostics
Review the current state and select your potential role requirements.
The Problem (Current)
The Solution (Draft)
Select Required Roles
Backend Engineer
API & Database
Frontend Developer
UI Implementation
Product Designer
UX/UI Flow
DevOps Engineer
CI/CD & Cloud
Strategy Analysis Report
Problem Evolution
The core friction isn't just latency; it's a structural misalignment between synchronous data calls and user expectations for instant feedback. Shift from symptoms to architecture.
Solution Evolution
Decouple frontend from direct DB calls. Implement an Optimistic UI pattern supported by a Redis caching layer to provide instant feedback while background services sync.
Impact Analysis (The Delta)
Improvements detected between Original and Reframed strategy:
Scalability Architecture
Shifted from monolithic fix to microservices-ready structure.
User Experience (UX)
Replaced "Loading State" with "Optimistic UI" for perceived zero-latency.
Performance
Redis layer implementation projected to reduce DB load by 40%.
Optimized Team
AI assigned roles to execute the Reframed Strategy:
Sr. Backend Architect
Focus: Microservices
Frontend Lead
Focus: Optimistic UI
Redis Specialist
Infrastructure
AI Suggested Revenue Model
Optimized for high-retention microservices architecture
Starter API
Free up to 10k req/mo
Pro Scale
Unlocks Redis caching & Optimistic UI
Enterprise
Dedicated instances & SLA