How Does Context-Aware Drafting Work in Ghostwriter?

Ghostwriter creates personalized sales and partnership email replies based on incoming thread context and calibrated playbook rules.

How does Ghostwriter analyze context? 1. **Thread Ingestion**: Reads the preceding email exchange to understand the prospect's explicit questions, objections, or timing cues. 2. **Prospect Profile Enrichment**: Identifies the sender's role, company industry, and communication style. 3. **Voice Profile Alignment**: Applies your calibrated tone settings (concise, consultative, technical, direct). 4. **Draft Generation**: Writes an un-sent draft into your Gmail client for human review and final editing.

Does Ghostwriter ever auto-send emails without human review? No. Ghostwriter only creates drafts in your inbox. It possesses no programmatic permission or trigger to dispatch emails independently. Every message requires explicit human clicking of the "Send" button.

Verification Sources - Gmail API composer: `sonnev-ghostwriter/web/lib/gmail/client.ts` - Playbook prompt pipeline: `sonnev-ghostwriter/web/lib/ai/playbooks.ts`