The unifying principle across everything we do is Hybrid Cognition — a design discipline in which AI systems generate, explore, and recombine possibilities, while humans retain exclusive authority over judgment, commitment, and accountability. Every product, every engagement, every training program is an instantiation of that architecture.
A weekly S&P 500 forecast driven entirely by textual data — 185 headline topic series, co-integrated with price, processed through a Bayesian statistical model and a five-layer Claude analysis. Published every Monday. Free to read. The live demonstration of what narrative intelligence can do.
Bayesian project risk intelligence. Detects structural deterioration in ERP implementations and business transformation programs weeks before it appears on any dashboard. MATLAB computes. Claude interprets. Humans decide.
From business process signal mining to predictive ML, text analytics, AI agents, and governance architecture. Each service area is grounded in the research and frameworks of The Inductive Enterprise.
Two programs: AI Governance — drawn from the books — and The Probability Advantage, led by Tim Ricordati, Ed.D. Operational workshops that build lasting AI capability, not one-day events.
The unifying concept across everything Milestone Planning and Research produces is Hybrid Cognition — a design discipline, not a philosophy. A deliberate structural separation in which AI systems generate, explore, and recombine possibilities at scale, while humans retain exclusive authority over belief formation, evidence evaluation, and final decisions.
This is not a positioning statement. It is an engineering constraint that governs how every system we build actually works. In Sentinel, Stata computes and locks all quantitative outputs before Claude interprets them. In PRIMMS-GPT, MATLAB computes the Bayesian evidence before Claude runs the Cortical Hierarchy. In every consulting engagement and every training workshop, the same sequence applies: machine perception first, human judgment last.
The research base is the six-volume Inductive Enterprise series — from AI governance and Hybrid Falsification through Bayesian project risk, competitive strategy under AI convergence, and the structural proof from Gödel, Turing, Hayek, and Arrow that human agency is permanently and irreducibly necessary.
Understand the architecture →Every product and service we offer is built on the same underlying architecture: structured signal extraction from textual or quantitative data, Bayesian weight-of-evidence accumulation, and LLM interpretation within a fixed five-layer protocol that cannot override the computed signals.
The Inductive Enterprise series covers AI governance, hybrid cognition, Bayesian project risk, narrative AI, competitive strategy under AI convergence, and the structural proof from Gödel, Turing, Hayek, and Arrow that human agency is permanently necessary.
Sentinel applies the Bayesian + LLM architecture to financial narrative forecasting. PRIMMS-GPT applies it to project risk management. Both are John Aaron's original work — built from first principles, validated operationally, and available for your organization.
Advisory on enterprise AI deployment, narrative intelligence systems, AI governance, and competitive strategy — led by John Aaron. AI capability workshops and coaching through The Probability Advantage program, led by Tim Ricordati, Ed.D. Enterprise AI transformation advisory by Shouvik Dutta.
Founder of Milestone Planning and Research (est. 1995). PhD Economist, University of Illinois Chicago. Author of six books in the Inductive Enterprise series. Creator of PRIMMS-GPT, Sentinel, the PRIMMS® Portfolio System, and IDS-X Intrusion Detection. PMP Certified #1018. Electronics and avionics background. 2,000+ project managers trained since 1989.
His work spans AI system design, Bayesian analytics, time series econometrics, ERP implementation leadership, AI governance, and specialty AI product development. Every product and consulting service offered here originates from his research and 30 years of operational practice.
Full profile →Senior AI and digital transformation executive. Former CIO across multiple industries. Specializes in moving organizations from isolated AI experiments to production-grade capability — data platform architecture, ERP modernization, LLM integration, AI governance, and EBITDA-level impact.
Full profile →Executive coach and organizational development consultant. Partner, George Washington Street Partners. Delivers The Probability Advantage workshops — operational engagements that embed AI capability, LLM integration, probabilistic reasoning, and the AI PMO directly into how leadership teams work.
Full profile →Senior statistician and data scientist with 30+ years of applied practice across Fortune 500 companies, healthcare, hospitality, and gaming. Co-developer of the SCA Statistical System. Expert in time series forecasting, machine learning, survival analysis, and cloud-based analytic platform architecture. His defining discipline: solutions that are rigorous enough to be right and simple enough to actually get used.
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