Applied AI systems, research, and product development

AI Labs

Fitzroy AI Labs develops software around document-heavy and systems-heavy workflows. Current work includes Maria Ann for industrial bid operations, alongside focused tools and applied research.

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Tools available now
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Products in development
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Applied research tied to production

Available now

Cloud Economics Planner
Available now

Cloud Economics Planner

Explore the economics of a focused cloud review by adjusting monthly spend, recoverable inefficiency, implementation cost, and AI-infrastructure assumptions.

Model your potential savings →
AI Production Readiness Checklist
Downloadable PDF

AI Production Readiness Checklist

A practical executive checklist for evaluating systems, controls, data paths, workflow dependencies, and operating ownership before scaling AI initiatives.

Download the checklist →

In development

Maria Ann
In development

Maria Ann

A Fitzroy AI Labs product

Industrial bid-operations software that structures RFQ information, clarifications, ownership, issues, and submission readiness so teams can see what needs attention before a bid goes out.

Document-heavy RFQ packages
Missing-information risk
Internal review coordination
Submission-readiness control

Applied research

Cloud economics

How infrastructure architecture, workload behavior, and operating controls shape cost, resilience, and scalability.

AI infrastructure

How production AI changes inference economics, deployment paths, capacity planning, and system reliability.

Workflow intelligence

How document-heavy and approval-heavy operating processes can become more structured, visible, and controllable.

Product method

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Identify the operating constraint

Start with actual documents, users, permissions, exceptions, and deadlines inside the operating workflow.

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Validate with design partners

Validate the workflow with real documents, systems, approvals, and operating constraints.

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Productionize what works

Strengthen the product through tests, controls, integrations, and production feedback.