I use data-driven decision making to redesign workflows and identify where AI can create value.

I turn those ideas into working prototypes that show how data, prediction, and human judgment can improve business decisions before anything scales.

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My background combines an MBA focused on AI and international business with professional experience in operations and consulting.

Featured projects

Workflow Assessment Tool

Operations, process designClaude Opus 4.8, structured outputs

Live or simulated

A focused LLM can turn a vague workflow description into a structured review of its tasks, bottlenecks, decisions, risks, and opportunities.

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Market Expansion Prioritizer

Market strategy, expansion planningWeighted decision model, deterministic

Deterministic, synthetic data

AI predictions are rarely certain. Weighting them by what matters most to the business turns a forecast into a ranked, defensible decision.

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Customer Escalation Triage

Customer service, operationsClaude Opus 4.8 + rule-based signal detection

Live or simulated

Confidence and the cost of being wrong, not the severity label alone, should decide how much of a decision gets automated.

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Data as Fuel for AI

AI literacy, technical due diligenceWord2Vec, client-side training in TypeScript

Client-side, browser-trained

A model's output quality is bounded by how much data and training time actually went into it, not by how confident it looks.

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Model Drift Monitor

AI governance, ongoing operationsSynthetic accuracy-over-time simulation, deterministic

Deterministic, synthetic data

A model that worked at launch can quietly become unreliable as its environment changes, and when to retrain is a business decision, not a technical afterthought.

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Visual Quality Control

Manufacturing, operationsPixel-deviation heuristic replica, deterministic

Deterministic, synthetic data

Finding a defect is only the first step because the business still has to decide whether the unit ships, goes back for rework, or needs a person to inspect it.

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Adaptive Personalization with AI

Personalization, customer experiencePersonalization feedback loop, browser-based replica

Interactive replica

This project makes the click, store, rank, and adapt loop behind AI personalization visible at a smaller scale.

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