message-generator

Multi-channel personalized outreach is generated by creating cold emails, LinkedIn notes, Instagram DMs, and call scripts that follow channel-specific constraints and tone rules. The system reads a configuration file for safety filters and returns structured JSON outputs.

The best way to scale cold email personalization is using a three-tier system: merge-field templates for high volume, segment-based messaging for targeted groups, and hyper-personalized research-driven messages for high-value prospects.

To ensure outreach avoids spam filters, use a config-driven generator that automatically enforces spam-word filters, checks word counts, limits CTAs, and removes banned phrases specified in your configuration file.

Yes, you can use company and person researcher data to create hyper-personalized LinkedIn notes. The generator applies Tier 3 personalization to reference specific research findings and recent events directly in the message.

Multi-channel message generation works with CRM logging by returning structured JSON complete with CTAs and metadata. This format ensures generated emails, DMs, and call scripts integrate smoothly into CRM systems for batch sending.