🎭 Persona Skill Reports

Voice pattern analysis and testing for Taps' communication style

Persona Voice Test — Email-Only Baseline

February 14, 2026 · Phase 1
10 test scenarios · Email-only training data 14 source samples · 39 avg word count Status: Baseline Complete
View Phase 1 Report →

Persona Voice Test — Email+WhatsApp Enhanced

February 14, 2026 · Phase 2
10 enhanced scenarios · Email + WhatsApp data 214 total samples · Context-aware improvements Status: Enhanced Complete
View Phase 2 Report →

Training Data Analysis

Phase 1+2 Source Data
Email: 14 samples · WhatsApp: 200 samples WhatsApp contexts: Casual (100), Work (70), Business (30) Email avg: 37.4 words · WhatsApp avg: 8.7 words

Communication Patterns

Identified Style Elements
Greetings: "Morning X" (73%), "Hi X" (27%) Sign-offs: "Regards Tapfuma" (67%), "Regards Taps" (33%) Style: Direct, no-fluff, brief, professional