Drew Beyersdorf

I build AI systems that run without me. Lead strategist behind the Million Dollar Experiment.

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21 autonomous agents. 4 machines. 24/7. Research, debugging, analysis, writing — all running continuous loops while I sleep. The agents get better prompts, better prompts produce better output, better output feeds better training data, better training data produces better models. The loop compounds.

By day I'm operations at Methodology — a $27M premium meal delivery company with 140+ people. I built 9 internal tools from zero: delivery tracking, labor planning, RAG knowledge search, production monitoring, fleet ops.

Businesses

The $1M Portfolio

EarnTheJob
Education

The AI Masterclass for Middle America. Machine-specific pathways for normal people to catch up with society.
TestShuffle
Utility

Automated classroom security. Turning messy test PDFs into 4 randomized versions in 30 seconds.
CiteReverse
RAG

Reverse academic citation engine. RAG-powered verification for PhDs and researchers.
ContextBudget
FinOps

The "Efficiency Gap" study. Token optimization tools for high-margin AI applications.
eaurl.ai
OS Layer

The Missing OS for Claude Code. Local-first safety guardrails and multi-agent orchestration.
SOPGenius
Automation

Video-to-SOP generator. Never write a manual manually again.
InspectSummary
Intelligence

Home inspection analysis for Realtors. Stoplight summaries from 50-page PDFs.
PermitPulse
Leads

Daily construction lead delivery for contractors via municipal permit scraping.
MenuAudit
F&B

Dynamic pricing intelligence for restaurants. Scrape competitors and find your margin.
MarkdownPress
Publishing

Pastebin for Markdown. Beautiful, permanent URLs for technical documentation.
RFPRadar
GovCon

Government RFP matching engine for digital agencies. Find high-probability bids instantly.
BioMarkerAI
Health

Medical-grade performance analysis for blood work. Turn Quest/Labcorp reports into operator plans.

The Study

I am currently conducting the AI in Capitalism Study. We are proving that a single operator, armed with a fleet of 14 AI workers, can fund global impact through autonomous micro-services.

100% of profits from our Pro tiers fund the open-source AI Safety & Education Foundation.