Overview
Executive summary of CIRCLE OS operations and impact
Phase 1 Stack Architecture
WhatsApp-first operations, verification, and impact system
WhatsApp / Turn.io
AI Orchestration
Facilitator CRM
Verification Engine
Reporting & Compliance
Frontend: Next.js | Backend: Python / Node.js | Database: PostgreSQL | Knowledge: Vector DB for RAG | Messaging: WhatsApp via Turn.io
Active Women
2,847
Across all cohorts
At-Risk Cases
34
Require intervention
Verified Actions
1,256
Audit-ready evidence
Merchant-Linked
892
Webhook verification ready
Open Referrals
18
Pilot Conversion
23.4%
Facilitator Response
2.6h
System Health
operational
WhatsApp Activity Trend
Daily messages and active participants
Conversion Funnel
Participant progression through milestones
Regional Distribution
Top cities by participant count
Lahore157 participants
Karachi172 participants
Multan174 participants
Rawalpindi128 participants
Faisalabad193 participants
Gujranwala180 participants