Jason Gotcher
Beverage Industry Executive • Data Scientist / Machine Learning Engineer
At the Intersection of
Industry & Intelligence
I am a results-driven Beverage Industry Executive and Machine Learning Engineer specializing at the intersection of operational excellence and automated intelligence. My career spans from managing complex brewery and restaurant group operations to architecting AI-driven systems that transform raw market data into scalable commercial growth.
Leveraging deep domain expertise in beverage supply chains and premium portfolio launches, I now build end-to-end data pipelines and ML models designed to solve real-world operational friction. Whether it's optimizing distributor accountability through predictive analytics or deploying automated content engines for niche markets, my focus is on replacing manual bottlenecks with high-integrity digital workflows.
Technical Focus: Machine Learning Architecture, LLM Orchestration, Automated Market Intelligence, and Data-Informed Commercial Strategy.
Selected Projects
Bobby Agent OS — Self-Modifying Multi-Channel AI Operator
A production AI agent designed and built end-to-end on a dedicated M-Series Edge Server, networked via Tailscale. Bobby operates across five surfaces — Telegram, web dashboard, Twitter, Ghost CMS, and GitHub. The architecture is an Express.js orchestration layer wrapping the Anthropic SDK, with smart per-message model routing across Claude Opus 4.7, Sonnet 4.6, and Haiku 4.5. Memory is a four-store system — LanceDB vector search, a verbatim layer capturing both sides of every exchange, a validity store with temporal Phase 3A tracking (valid_from / valid_until / superseded_by), and a scope store auto-tagging each memory across six context dimensions via keyword inference and channel signals. A self-reconciling integrity check runs before every scheduled backup, catching orphan records, count mismatches, and enum violations automatically. Scanner subreddits, model selection, and lead-quality thresholds are externalized to editable config files with graceful fallback — no code changes required. Bobby runs concurrent production and staging environments under PM2 supervision, with daily backup automation, millisecond-precision timestamps, and retention pruning.
Music in Big Cities — Streaming Analysis
Data analysis project comparing user streaming habits between two cities using Python and pandas.
Business Financial Analyzer
Tool developed to automate revenue distributions and financial logic for the beverage industry.
Telecom Revenue & Statistical Analysis
EDA project analyzing plan revenue, performing hypothesis tests, and using histograms and boxplots to compare client behavior across Megaline plans.
Free AI Listing Description Generator
Stop wasting 45 minutes on listing descriptions. 🏗️✨ A free shortcut that writes your Zillow copy, Instagram caption (w/ hashtags), and email subject lines in 15 seconds.
Wealth Gap Calculator (2026 Edition)
Buy Now or Wait — the real math. A data-driven calculator that cuts through the noise and shows you the actual cost of sitting on the sidelines in today's market.
Skills & Expertise
Data Science & ML
- Python — pandas, NumPy, scikit-learn
- TensorFlow & PyTorch
- SQL & Data Pipelines
- Feature Engineering
- Statistical Analysis
- Model Deployment
AI & Automation
- LLM Orchestration (Claude, OpenAI)
- Automated Content Pipelines
- Ghost CMS & Admin API
- Custom Agent Architecture (Bobby)
- Agentic Workflow Design
Dev & Infrastructure
- Git, GitHub Actions, CI/CD
- Node.js, REST APIs
- Docker & Cloud (AWS / GCP)
- Tailscale & Self-Hosted Systems
- Jupyter / VS Code
Market Strategy
- Portfolio Launch Specialist (MD / DC)
- Channel & Category Strategy
- Distributor Accountability
- Beer, Wine, Spirits & RTD
- Sales Enablement & Training
Operations
- Brewery & Restaurant Operations
- Menu Engineering & Consulting
- Supply Chain & Inventory Logic
- CRM & Pipeline Management
- Business Development
Product Development
- Recipe Formulation
- Raw Ingredient Sourcing
- Taste Trial Management
- IP & Brand Protection
- Digital Brand Presence
Let's Connect
Career Timeline
VP — Beer & RTD Division
Prestige-Ledroit Distributing Co.
July 2024 – Present · Elkridge, MD
CEO / Owner
The Craft Coalition
June 2019 – July 2024 · Baltimore, MD
Director of Brewery Operations
Manor Hill Brewing
April 2014 – June 2019 · Ellicott City, MD
Beer Director
Victoria Restaurant Group
September 2010 – June 2019 · Columbia, MD