Est. 2023

Practical AI for Baltimore Businesses

About half our audits end with “you don’t need this.”

Book the 90-minute audit Or start with 15 minutes

Ninety minutes with your team, walking the actual process. We’ll come look at it. If something’s worth building, you get a written scope and price first.

NIH chemistry data science · federal cloud · AWS at scale · watch our evals run live

Who you'd work with

You work directly with the engineers who build your system. No account managers, no handoffs.

Will Cole

Engineering

AI agents and workflow automation, speech and text systems. NIH chemistry data science, federal government cloud.

Mihir Thakur

Engineering

AWS cloud, databases, and scaling systems from prototype to production.

Elliot Tower

Engineering

Evaluation benchmarks, language and speech models, open-source machine learning tooling. Startup veteran.

Where we work

Small & Medium Businesses

Professional services, manufacturers, and trade businesses tired of manual processes and buried paperwork.

Universities & Research Labs

JHU, UMB, Loyola, and other academic institutions with complex datasets and research workflows.

Healthcare & Biotech

Medical practices, hospitals, and scientific organizations handling sensitive information and compliance requirements.

Local Government

City and county agencies looking to modernize records, improve public services, and streamline operations.

What we build

Free 90-min audit

AI Readiness Assessment

We sit down with your team, walk your workflows, and tell you where AI will save time and money, and where it won't.

PDF · scan · form

Document Processing

Turn PDFs, contracts, and records into searchable databases. Find information in seconds instead of hours.

On-prem deployable

AI Assistant

A secure internal chatbot that knows your manuals, procedures, and files. Answers questions instantly. Stays inside your network.

No rip-and-replace

System Integration

Connect modern AI to the software you already run: accounting, inventory, scheduling, your databases, and the old systems nobody wants to touch.

Always-on

Task Automation

Automate scheduling, follow-ups, data entry, and other repetitive tasks that slow your team down.

How we work

Free 90-minute audit

We walk your workflows and tell you where AI helps, and where it doesn't.

Written scope and price

Before any work begins. If we'd be overkill, we say so.

Build, measure, verify

Scored on real questions before it goes live. Change one thing, watch the numbers move, gate the release so nothing that worked yesterday breaks today.

Run step 3 live →

DeepEval · LangGraph · MLflow · Pydantic · whichever model provider you already use

Live AI

Also available to city leadership, academic institutions, and community organizations for conversations on responsible AI policy, workforce development, and practical implementation.

Practical AI for Baltimore Businesses

Who you'd work with

Will Cole

Mihir Thakur

Elliot Tower

Where we work

Small & Medium Businesses

Universities & Research Labs

Healthcare & Biotech

Local Government

What we build

AI Readiness Assessment

Document Processing

AI Assistant

System Integration

Task Automation

How we work

Free 90-minute audit

Written scope and price

Build, measure, verify

Send us a message