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Industry Expertise

AI that actually fits
how your industry works.

We work across industries, but we've developed deep expertise in a few areas where we've seen the most repeatable impact. These are some of the industries we know best — though our approach works anywhere there's operational complexity and room for AI to make a practical difference.


01 01 / 03

Law Firms

The real AI opportunity isn't legal research — it's everything else

Everyone is selling you AI-assisted drafting and legal research. Nobody is talking about the 30% of worked hours that never become collected revenue, the six disconnected tools your attorneys toggle between per matter, or the institutional knowledge that walks out the door every time a partner retires.

~30%
of worked hours never become collected revenue at the average firm
See what we do here
02 02 / 03

D2C & Ecommerce

Your brand prints money. Your operations print shipping labels at midnight.

You built a brand people love. Now you're spending your days reconciling inventory across three channels, answering "where's my order?" for the 40th time today, and making decisions from spreadsheets that were stale before you opened them. Your ops costs are scaling linearly with revenue — and that math breaks eventually.

60%
of support tickets at the average D2C brand are "where is my order?"
See what we do here
03 03 / 03

AEC Firms

Your institutional knowledge is your competitive advantage — and it's not in a system

Your firm has decades of project history, specifications, and hard-won knowledge about what works in your jurisdictions. That knowledge lives in senior staff's heads, in email threads, and buried in project folders nobody can search. Every new hire takes months to get productive because the information exists — it's just not findable.

3 weeks
average plan check correction cycle that AI-powered compliance checking can compress to days
See what we do here

Our Approach

Same methodology. Tailored to your world.

We start by understanding your operations and cost structure — not by pushing a technology roadmap. Every industry is different, but the process for finding where AI creates real value is the same.

01

Understand Your Operations

We start by listening. We map your workflows, understand your tools and team structure, and identify where time and money are going. The goal is a clear picture of your operations — with real numbers attached.

02

Find the Opportunities

We look at the full landscape — both the well-known AI applications in your industry and the operational improvements most people haven't explored yet. Then we help you prioritize based on what will actually move the needle for your organization.

03

Build It Together

We build working solutions alongside your team — not in a black box. Everything is measured against real outcomes, and we iterate based on what's working. You own everything we build.

The Bigger Picture

Most AI conversations in any industry start with the tools everyone already knows about — legal research for lawyers, design tools for architects, ad optimization for agencies. Those are real and worth doing. But the organizations getting the most out of AI are going further: into billing, operations, knowledge management, and the day-to-day workflows that quietly consume the most time and money.

We help organizations become truly AI-native — not just faster at the familiar things, but more effective across the full operation.

Don't see your industry here?

These are the industries we've written about in detail, but they're not the only ones we work with. Our methodology applies anywhere there are operational workflows, disconnected systems, or institutional knowledge that could be working harder. Tell us about your business and we'll share what we've seen work in similar situations.

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