Honey Bee: Agentic Marketing Workflow Case Study

This repository is a working example of how Melissa Leavenworth designs and operates agentic workflows for marketing, GTM, and content operations.

Instead of a conceptual demo, Honey Bee is a live operating system: structured skills, execution plans, quality gates, tracking tables, and production outputs (Markdown + PDF) used to run a full job-search and application pipeline.

What Honey Bee Demonstrates

• How to translate strategy into repeatable agent workflows
• How to enforce factual integrity and review gates in AI-assisted drafting
• How to run follow-up operations with cadence control and anti-spam guardrails
• How to keep one canonical tracking layer for execution and outcomes
• How to produce submission-ready artifacts quickly and consistently

System Components

• PLANS.md, EXECPLAN.md: execution planning and daily operating cadence
• skills/: modular behavior contracts for ingest, scoring, drafting, review, follow-up, and LinkedIn contact discovery
• memory/: canonical profile + resume sources used as factual ground truth
• data/applications.csv: single source of truth for pipeline and follow-up status
• applications/<job_id>/: role-specific packets (resume, cover letter, claim map, review, follow-up seeds, PDFs)
• scripts/export_pdfs.sh: Markdown-to-PDF production workflow

Why This Matters For Hiring

Honey Bee shows how Melissa works in practice:

• Systems-first execution, not one-off output
• Clear operator thinking under ambiguity
• Technical-to-business translation across teams
• Messaging and workflow infrastructure that reduces coordination drag
• Responsible AI usage with explicit constraints and validation

Selected Outputs In This Repo

• End-to-end application packets for multiple GTM/marketing roles
• Structured clean-view tracker for active pipeline management
• Reusable response blocks and follow-up strategy assets
• ATS-safe resumes and cover letters exported to finalized PDFs

Contact

• Email: mlleavenworth@gmail.com
• LinkedIn: linkedin.com/in/melissaleavenworth
• Portfolio: melissalynnel.github.io/serenity/artemis

If you are hiring someone to stand up agentic workflows in marketing or GTM, Honey Bee is the example of how Melissa builds.