Who we are
A small, senior team that pairs real AI engineering with people who've actually worked in industry.
The difference is the thought process behind it. Custom AI integrated into your business and how you actually work, with real thought behind every decision. Made for small and medium-sized industrial businesses across oil & gas, energy, construction, and more, with no six-figure minimums and no twelve-month contracts.
Custom AI for the small and medium-sized industrial businesses that keep the country running
Across industrial operations, fragmented systems create blind spots: missed targets, reactive maintenance, and back-office work that eats margin. The right AI closes those gaps.
Teams respond to failures, leaks, and slowdowns after they happen instead of getting ahead of them.
Field, vendor, and office data live in silos, so no one has a single, trustworthy view.
Quotes, work orders, and invoices are keyed by hand, which is slow, error-prone, and expensive.
RFQs sit for days while competitors with faster turnaround win the work.
Regulatory reporting and audit trails are assembled manually under deadline pressure.
Equipment fails without warning, taking production and revenue down with it.
The core AI capabilities we bring to small and medium-sized industrial businesses, each one customized to your operation and tied to a number we're trying to move.
Autonomous agents that automate complex processes, make decisions, and plug into the systems you already run.
Learn more →Custom predictive and classification models built around your data and your specific use cases.
Learn more →Automated workflows that combine AI with your tools to take repetitive tasks off your team's plate.
Learn more →Robust data pipelines that feed your AI models and real-time dashboards with clean, trustworthy data.
Learn more →Security audits, hardening, and monitoring that keep your systems and data protected as you adopt AI.
Learn more →We wire AI into the web, mobile, and cloud tools your business already uses, so it fits your workflow.
Learn more →We design, integrate, and optimize your website, wired into your CRM and tuned to bring in traffic and real leads.
Learn more →We roll out Claude Code across your engineering team, from assessment and pilot to scaled adoption, with real productivity metrics.
Learn more →Strategy, roadmap, and hands-on support to adopt AI effectively across your whole organization.
Learn more →Most AI shops have never set foot on a job site or a shop floor. We pair real AI engineering with people who've worked in industry, built for a small or medium-sized business, so the solution fits how your operation actually runs.
No six-figure minimums, no twelve-month contracts. Start with one high-ROI use case and grow, built for the pace and budget of a small or mid-size company.
We speak the language of the field, the shop floor, and the back office across oil & gas, energy, and construction, not just tokens and models.
Working pilots in weeks. We integrate proven AI instead of reinventing it, so you get there fast.
Every project has clear numbers we're tracking. We measure the real impact on cost, uptime, and response time, and prove it.
A small, senior team that pairs real AI engineering with people who've actually worked in industry.
A low-risk path that gets you real impact fast, then rolls out across your sites.
We map your systems and data, then pinpoint the highest-ROI place to integrate AI first.
We design the solution, agree on the numbers we're chasing, and lay out a clear plan.
Short sprints with weekly demos. We integrate it into your workflow, with a human in the loop where it counts.
We roll out across sites, monitor, optimize, and train your team to run it confidently.
*Targets based on comparable AI-integration engagements across small and medium-sized industrial businesses.
Before-and-after scenarios showing how each solution changes the day-to-day numbers of a small or medium-sized industrial business.
A small or medium-sized industrial business puts an AI agent on inbound requests, so routine questions and intake get handled the moment they arrive.
A machine-learning model learns from a business's own data to flag issues and shifts days ahead, instead of after the fact.
An automation reads incoming documents and moves the data between systems on its own, so the team stops re-keying everything by hand.
AI won't replace your crew. The one thing it will replace is the three days a month lost to manual invoice matching.
We work with the modern AI and data stack and integrate with the systems your operation already runs on.
Short, useful reads on where AI actually pays off in oil & gas, energy, construction, and other industrial operations.
Automating AFEs, JIBs, and invoice reconciliation, and what it's really worth in hours saved.
Read → ReliabilityHow to get ahead of pump and compressor failures without boiling the ocean on day one.
Read → AI agentsThe best first jobs to hand an AI agent at a small or medium-sized industrial business, and how to keep it safe.
Read → Getting startedA practical, low-risk way to pick and run your first AI use case, and what to measure.
Read →Tell us your challenge and we'll show you the highest-ROI place to integrate AI. No pressure, no fine print, and you'll talk straight with the people who do the work.
Book a callShare your challenge, an idea, or a quote you have in mind. We respond to every request within one business day.