Relevant drafts
Business details and supplied review context inform messages generated from a reusable template.
SMB Outreach Workbench
Command-line tools for importing business leads, drafting personalized outreach and separately triggering delivery.
My role
Implemented the lead database, import commands, personalized drafting and delivery integration.
The problem
A small-business outreach workflow needs consistent lead context and a clear separation between preparing a message and deciding to send it.
The approach
Connected lead import and status tracking to template-based AI email generation, then exposed delivery as a separate operator-triggered command through an email provider.
What it enables
Provides a repeatable lead-to-message workflow with stored drafts and visible generation or delivery status, without claiming campaign results.
The work,
and its boundaries.
Operator-controlled stages
Import, generate and send are separate commands, with individual-lead and status-based selection.
Visible progress
Stored draft fields and lead statuses distinguish acquired, generated, sent and failed work.
Scope
Configured command-line tooling, not a hosted campaign platform or a guarantee of delivery, replies or conversions.
Technology
- Python
- SQLite
- Click
- OpenRouter
- Resend
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