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Patent-pending · Validated across 8 domains

Intelligence for
what happens next.

Diginetics Intelligence Systems discovers the mathematical equations governing any measurable domain. Not predictions. Not black boxes. Equations your team can read, your regulators can audit, and your executives can act on.

2,050+ equations discovered 8 domains validated Single codebase, zero domain tuning
2,050+
Equations Discovered
8
Domains Validated
220K+
Observations Processed
93.3%
Backtest Pass Rate
86K+
Causal Links Found
Every industry drowns in data but starves for insight. We built one system that discovers the equations governing any domain — validated across eight of them from a single codebase.
— Diginetics Intelligence Systems, founding thesis
Why This Matters
Three numbers that define the opportunity.

Infrastructure-scale technology, proven across uncorrelated verticals, protected by pending patents, and currently the only system producing interpretable equations at this breadth.

Market Opportunity
$613B

AI-healthcare market alone by 2034 — 36.8% CAGR. Our addressable market spans healthcare, real estate, energy, retail, and financial services.

Validation Breadth
8/8

Domains where a single, unmodified codebase produced validated equations on first-pass execution. No tuning, no re-engineering.

Defensibility
3+ moats

Patent-pending autonomous discovery engine, cross-domain network effects, and an equation library that compounds with every deployment.

The Platform
Two engines. One compounding system.

Elijah discovers equations from each client's data. Prometheus discovers universal laws across all clients. Every new deployment strengthens the entire network.

E

Elijah

Client Equation Intelligence

Each client gets their own Elijah instance, configured for their domain. It discovers interpretable equations, validates them through multi-stage stress testing, and builds a proprietary equation library that deepens over time.

  • Human-readable mathematical equations
  • Multi-dimensional sensitivity analysis
  • Self-improving autonomous discovery loop
  • Calibrated forward projections from real math
P

Prometheus

Universal Law Discovery

Our internal engine runs across all client domains simultaneously, hunting for mathematical laws that hold universally. When it finds a cross-domain truth, every Elijah instance gets stronger.

  • 68 universal laws already discovered
  • Network effects with every new domain
  • Equations that don't decay or need retraining
  • Insights no single-domain analysis could uncover
Traction
Where we are today.

We don't lead with projections — we lead with what's already been built and validated.

Built
Core engine validated across 8 uncorrelated domains
Baseball, healthcare, real estate (residential + CRE), retail, transportation, oil & gas, water systems. Same codebase, zero domain-specific engineering.
Built
AWS infrastructure — 192-core parallelization
Production-grade cloud deployment. Dedicated client instances, encryption at rest, full artifact reproducibility.
Built
Patent filed on autonomous discovery loop
Provisional patent protecting the residual discovery engine and cross-domain equation validation framework.
Now
Live pilot with Harwood Real Estate (Tuscaloosa, AL)
Elijah running on Tuscaloosa real estate market. 96 equations discovered, 28 autonomous cycles complete, live dashboard deployed.
Proof
Eight domains. Same codebase. First-pass execution.

No domain-specific tuning. No human feedback loop. No re-runs.

Baseball
60 Players

Out-of-sample 2025 projections competitive with 20-year incumbent systems.

Healthcare
603 / 603

Hospital readmission discovery. 99.48% accuracy. 991 feedback loops.

Real Estate
643 / 643

Residential and commercial across 31 US metros. 100% pass rate.

Retail
481 / 486

Daily POS revenue. 3-day early warning signals.

Transportation
140 / 140

Corridor reliability and congestion across 39 entities.

Oil & Gas
52 / 52

Industry-standard Volve benchmark. 0% failure rate.

Water Systems
76 / 76

Global water stress. 10 countries. Policy-relevant insights.

Prometheus
68 Laws

Universal equations confirmed across populations.

See full validation results →
Why This Is Hard to Replicate
Four moats, not one.

Defensibility isn't a single advantage — it's a stack. Each layer compounds with the next.

01 · IP

Patent-pending discovery engine

Provisional patent on the residual discovery loop and cross-domain equation validation. A competitor cannot legally re-implement our core innovation.

02 · NETWORK

Prometheus gets stronger with every client

Every new domain strengthens universal law discovery. Every universal law strengthens every existing client. A classic data-network effect applied to symbolic mathematics.

03 · PRODUCT

Equations don't decay

Unlike ML models that require retraining as the world shifts, validated equations are permanent. The library only grows — and takes clients with it.

04 · TIME

Eight domains proven, zero competitors doing this

No other system produces interpretable equations at this breadth. A competitor entering one vertical starts from scratch. We're validated across eight.

How We Compare
We're not competing with LLMs or traditional ML.

We're a different category: equation intelligence. Here's what that means next to the alternatives.

Traditional ML LLMs Statistical Modeling Diginetics
Outputs human-readable equations No No Only pre-specified forms Yes
Domain-agnostic (same code across industries) No Partial No Yes — 8 validated
Auditable by regulators No No Partial Yes
Discovers unknown relationships No No No Yes — core capability
Equations don't decay over time Requires retraining Requires retraining Drifts Yes — permanent
Quantum-ready architecture No No No Yes — equation-native
Team
Built by operators, not researchers.

A founding team that owns both the technical build and the operational path to market.

ML

Michael Lazzarotti

CEO & Co-Founder

Built the core engine and led validation across all eight domains. Responsible for technical vision, product architecture, and every published result.

EO

Evan O'Connell

CFO, COO & Co-Founder

Leads business operations, financial strategy, and go-to-market execution. Structures partnerships and builds the operational foundation to scale.

Currently Raising

We're looking for investors who see where this sits in the stack five years from now.

The technology is built. The validation is done. Eight domains. 2,050+ equations. Patent filed. A live pilot already deployed. This round funds commercial deployment, the first paying healthcare partner, and continued patent expansion.

Pre-Seed

Stage of raise. Open to strategic and institutional investors.

Patent-Pending

Core discovery loop and autonomous cross-domain validation.

8 Verticals Live

Proof of concept complete. Not a thesis — an infrastructure.