Jake Drew, Ph.D.

Founder of Apriori Analytics 15+ years shipping AI/ML in Fortune 100 10 hash-chain provisional patents filed in 2026

I build production-scale ML and data systems — and I’m currently shipping Apriori Analytics, an SEC filings intelligence platform for institutional research and trading: real-time ingestion, normalized fundamentals, and search over full-text filings.

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Dallas–Fort Worth [email protected] LinkedIn

Core Expertise

Financial ML Systems

Real-time EDGAR ingestion, normalization, and analytics pipelines designed for institutional research and trading workflows.

Machine Learning & AI

NLP, embeddings, ranking/retrieval, and production ML — focused on latency, reliability, and scale.

Innovation & Patents

Filed 10 hash-chain provisional patents in 2026 covering content-addressable storage, indexing, and deterministic high-entropy identifiers.

Selected Work

Apriori Analytics

SEC filings intelligence platform — real-time ingestion, normalized fundamentals, and full-text search + embeddings.

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Hash-chain IP

10 provisional patents filed in 2026. Focus: deterministic hash chains, sharded CAS, self-healing indexing.

See patents on resume

Teaching & Mentorship

Lead instructor (Machine Learning) — teaching 200+ students annually (2016–2024).

Teaching highlights

Hash-chain provisional patents filed (2026)

15+

Years shipping ML + data systems

All SEC 10-K / 10-Q

Near-real-time ingestion

90M+

XBRL facts processed

Career Highlights

Apriori Analytics

Founded next-generation SEC filings intelligence platform, launching January 2026.

South Summit Capital Management

Principal Researcher developing algorithmic trading systems for institutional investors (2020–2025).

SMU DataScience Program

Lead Instructor for Machine Learning, teaching 200+ students annually (2016–2024).

Bank of America & MBNA

Career progression to VP; delivered $500M+ revenue optimization systems.

Enterprise pilots + early access

If you’re evaluating SEC filings intelligence, retrieval over filings, or real-time EDGAR infrastructure — let’s talk.

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