Building Big Data

Data Systems • Autonomous Technology • Applied AI • Dr. Benjamin Caplan

Engineering Possibility: From Massive Data Discovery to Autonomous Clinical & Consumer Technology

How Dr. Benjamin Caplan and CED Clinic harness massive information harvesting, multi-dataset synthesis, and cutting-edge autonomous engineering to build both high-impact operational tools and public-facing clinical intelligence.

In conventional healthcare and biotechnology, “big data” often sits static—locked inside proprietary databases, buried in unread PDFs, or sequestered in spreadsheets that never touch patient care.

At CED Clinic, data is an active, kinetic substrate for rapid technological creation. Drawing on over 400,000 medical cannabis patient encounters, Dr. Benjamin Caplan combines two decades of clinical medicine with hands-on, full-stack software and AI development. We don’t simply observe industry trends: we actively engineer systems, discover non-obvious correlations across massive disparate datasets, and ship production tools that solve complex healthcare bottlenecks.

This builder-first mindset has served as the analytical and technical foundation for eight successful ventures, including digital health pioneer EO Care, The Commonwealth Project, the GreenAXS Capital Fund, and the best-selling clinical guide The Doctor-Approved Cannabis Handbook.

“The future belongs to those who can connect the dots between massive biomedical libraries, real-world clinical behavior, and autonomous software. When you combine creative data manipulation with clinical discipline, solutions that once took years emerge in days.”

Whether developing inward-facing clinical decision-support architectures or deploying public-facing tools that guide patients safely through complex therapies, our mission is to harness the absolute frontier of modern technology to turn raw complexity into reliable, life-changing action.

Full-Spectrum Technological Capabilities

From continuous automated discovery to real-time agentic execution.

Massive Information Discovery & Ingestion

Building automated, autonomous discovery pipelines that scour and ingest biomedical research (PubMed, PMC), biochemical libraries, clinical trial registries, state and federal regulatory filings, and real-world clinical logs. We extract, structure, and normalize noisy unstructured text into clean, queryable knowledge graphs.

Continuous, automated radar identifying clinical signals, regulatory shifts, and emerging therapeutic literature in real time.

Multi-Dataset Consolidation & Cross-Comparison

True innovation lives at the intersection of unconnected domains. Dr. Caplan specializes in clever, creative multi-dataset manipulation—intersecting real-world patient titrations with receptor binding affinities, overlaying product formulation chemistry against clinical outcomes, and cross-comparing patient demographics with longitudinal therapeutic success.

Revealing non-obvious clinical correlations and commercial opportunities hidden within disparate data streams.

Inward-Facing Autonomous Tools & Decision Engines

Engineering internal software that multiplies clinical and operational productivity. We design and deploy autonomous multi-agent pipelines, clinical research copilots, citation verification gates, intelligent intake triage engines, and automated EHR summarization systems that dramatically reduce provider burnout while enforcing zero-hallucination accuracy.

Custom AI agent swarms and workflow automation purpose-built for clinical safety, compliance, and velocity.

Public-Facing Clinical Tools & Consumer Applications

Bridging deep medical science to everyday consumers through accessible digital products. From interactive cannabinoid dosage calculators and drug-interaction screeners to patient education portals and intelligent conversational interfaces, we build elegant, high-utility public applications that empower users and build defensible brand trust.

Patient-facing digital health experiences that educate, engage, and guide with verified clinical precision.

Ventures & Ecosystem Powered by Our Data Stack

Real-world impact across digital health, capital markets, clinical research, and public education.

Clinical Hub

CED Clinic

Supervising care for 400,000+ patients and generating the longitudinal clinical dataset that drives all research and innovation.

Digital Health

EO Care

Pioneering personalized, clinician-guided cannabis care delivery powered by scalable digital technology.

Non-Profit Research

The Commonwealth Project

Uniting patient communities and medical researchers through data-driven cannabinoid healthcare insights.

Venture Intelligence

GreenAXS Capital Fund

Leveraging proprietary market and clinical data to evaluate opportunities and shape strategic healthcare investments.

Seminal Literature

The Handbook

Translating hundreds of thousands of patient data points into a clear, best-selling clinical guide for patients and clinicians.

Autonomous Systems

AI & Agent Infrastructure

Production deployment of LLM agent swarms, automated data scrapers, and clinical verification pipelines.

400,000+

Patient Encounters

Ventures Powered

Millions

Data Points Harmonized

Full-Stack

Inward & Outward Tools

Collaborate on Big Data, AI & Technology Development

Whether you are looking to build customized clinical AI tools, extract insights from complex healthcare datasets, or need fractional executive leadership for an emerging health-tech platform, let’s discuss what’s possible.

Learn more about our Executive HealthTech & Fractional CMO Advisory →

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