Research

Research for organizations
that must decide.

Original thinking at the intersection of systems, intelligence, and judgment, built for leaders who face consequential decisions.

Browse the archive ↓
⌘SystemsHow organizations encode and operate. ◎DecisionsHow consequential decisions are made. ◇MethodologyThe models, methods, and evidence. ♙GovernanceTrust, accountability, and oversight.
Featured researchInfrastructure · Medium

Beyond the Spreadsheet:
The Rise of Decision Infrastructure.

Spreadsheets gave every analyst a calculator. Decision infrastructure gives every team a solver and a context graph.

Read on Medium ↗
Recent researchAmey Dhavle · Founder, DcisionAI
Substack · Oct 14, 2026

The Verification Gap

A practitioner’s notes on “Democratizing Optimization with Generative AI”

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Substack · Oct 9, 2026

MSP decisions that are really math problems

Provable, Not Plausible

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Substack · Sep 22, 2026

The Next MSP Advantage: Decisions You Can Defend.

Search is solved. Decisions aren’t.

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Substack · Sep 22, 2026

Introducing DcisionAI

The Intelligent Decision Layer

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Infeasibility · LinkedIn

The Error Message That Changed How I Think About Decisions

Why an infeasibility signal, not an answer, is the most valuable output a decision system can give you.

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Foundations · Medium

Demystifying Mathematical Optimization

What optimization actually is, why it has stayed locked in PhD silos for forty years, and what changes now.

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Agentic AI · Medium

Mathematical Optimization in the Age of Agentic AI

Why LLMs without a solver are confident guessers, and why solvers without LLMs are unreachable.

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Applied · Medium

Optimizing for Success: How Mathematical Optimization Supercharges E-commerce

Pricing, inventory, fulfillment, promotions. The places where guessing leaves the most money on the table.

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Architecture · Medium

The Headless Enterprise

Decisions decoupled from the apps that surface them. Why the next architectural layer is a decision API, not another dashboard.

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Cognition · Medium

The Institutional Ceiling

Human working memory tops out at about four moving parts. Why that cognitive limit is the real ceiling on the decisions that matter.

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Decisions are where strategy becomes reality, and where risk and opportunity meet.

Our research turns real-world complexity into practical insight so leaders can decide with clarity and confidence.

AD   Amey Dhavle
Founder, DcisionAI
Featured thesis

Decisions are the new data infrastructure.

When organizations treat decisions as first-class data, they unlock compounding advantages in speed, quality, and trust.

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◯First-principles thinking

We start from fundamentals, not assumptions.

⌘Evidence over opinion

We test ideas rigorously and share what holds up.

▣Practical by design

We build for adoption, not just publication.

♙Human-centered impact

We elevate judgment, not replace it.

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