Practical help putting AI to work.

We help businesses and teams figure out where AI can save real time, set up the right tools, and build what's missing. Plain advice and working results, without the hype.

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How It Works

Find Where It Helps

We look at how your work actually gets done and find the tasks where AI can save time, and the ones where it can't.

Set It Up

We choose and configure the right tools for your business, and build custom ones when off-the-shelf options don't fit.

Make Sure It Works

We test on your real work before you rely on it, then help your team get comfortable using it day to day.

How we work

There is a lot of noise about AI right now. We would rather show you than sell you. Before we recommend anything, we try it on your actual documents, data, and workflows, and show you the results. If AI isn't the right answer for a problem, we'll tell you.

Writing

MemSafeEval Part 1: A Bottom-Up Classification of Memory Safety Vulnerabilities in C and C++

Why frontier LLMs fail at vulnerability classification—and what it reveals about CWE labels