AI Innovation Studio

AI Innovation Studio

Dustin Montoya

Principal — Applied AI Research & Product Development

An enterprise technology executive developing applied depth in the architecture and operating environment required to move AI from experimentation into governed production work.

Explore the PortfolioAbout the Studio

Portfolio architecture

Research becomes evidence through four connected artifact types

The Studio is an independent applied-learning, research, product-development, and executive technology portfolio—not a consulting-company pitch.

Frameworks

How I think about enterprise transformation.

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Labs

Where I learn, experiment, apply, and validate capabilities.

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Products

Where those capabilities become tangible.

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Insights

What building these systems is teaching me.

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Active portfolio

A working product turns study into practical evidence

I use Mapspring as a realistic environment for applying the frameworks and practices I am studying—without making locator software the identity of the Studio.

  1. 01

    AI Innovation Studio

    The applied-AI portfolio

  2. 02

    Frameworks & Labs

    Ideas become tested practices

  3. 03

    Mapspring

    The working product and proving ground

  4. 04

    Switchkit

    The intelligent workflow

Mapspring — The proving ground

A hosted platform for managing and publishing branch, ATM, office, and other physical-asset locations. Its real product constraints exercise AI architecture, APIs, workflows, engineering, security, governance, and production operating practices.

Switchkit — The intelligent workflow

A controlled workflow that analyzes a source, prepares normalized location data, supports human review, builds a private locator, and preserves a separate approval boundary before publication.

Inspect the evidence →

Pragmatic architecture → reusable enterprise pattern

Enterprise Agentic AI Reference Architecture

A reusable architecture for moving AI from isolated experimentation into governed enterprise work, developed through working implementations and progressively hardened toward enterprise-ready patterns.

  1. 01Validated

    Foundation

    Secure platform and API foundations

  2. 02Validated

    Integration

    Bounded access to data and systems

  3. 03Validated

    Intelligent Workflows

    Deterministic work with model escalation

  4. 04Demonstrating

    Governed Agents

    Tools, authority, and human control

  5. 05Hardening

    Enterprise Scale

    Progressive, governed production enablement

Reusable enterprise pattern

The architecture is portable across organizations and industries.

Working proving ground

Mapspring and Switchkit exercise and validate portions of the pattern.