Predictive maintenance, demand forecasting, fraud detection, computer vision QC, dynamic pricing — engineered into your operations stack with measured ROI.
The most valuable AI work isn't a chatbot. It's the system that catches a $200K/month manufacturing failure two weeks before it happens, the model that flags the fraudulent invoice before it gets paid, the computer vision pipeline that catches defective product before it ships. We build those systems for mid-market and enterprise clients across manufacturing, healthcare, finance, and logistics.
Every engagement starts with a real business case — not a 'let's explore AI' workshop. We measure the current cost of the problem, design the smallest system that moves the metric, and ship it in weeks, not quarters. Then we expand from there.
The four things you'll get from a Niche.dev engagement on enterprise ai workflows.
Every project starts with the dollar value of the problem you're solving. If we can't make the math work, we'll tell you before we touch a keyboard.
You get working systems in production, not 60-page strategy documents. We're engineers who happen to specialize in AI, not consultants who heard about it.
If an off-the-shelf product fits your need, we'll tell you. We only build custom when the ROI math justifies it — usually 3–5× better than the SaaS alternative.
Optional managed-service tier. We monitor, retrain, and evolve the system as your business changes. Most clients keep us on for 12+ months after launch.
Concrete systems we've shipped in this space. Not a roadmap — production deployments.
Predictable, milestone-based, no open-ended retainers. You see real progress every two weeks.
We quantify the dollar size of the problem and the realistic upside. If a project doesn't clear a 3× ROI bar in year one, we don't recommend it.
Two-week deep dive into your data quality, system access, and signal richness. You get a written feasibility report before committing to a build.
Four- to eight-week build of a production-grade pilot, deployed in shadow mode against your real operations data. You measure the lift before going live.
Phased cutover, monitoring dashboards, and an optional managed-service contract for ongoing model updates and capability expansion.
We bring opinions but we meet you where you are. These are the tools we use most for enterprise ai workflows.
Every one of these is a production system. Click through for the full case study.
The questions every prospect asks before working with us.
Tell us what it's costing you today. We'll send back a 1-page system sketch, a feasibility plan, and the ROI math within 48 hours — and we'll tell you if AI isn't the right answer.
Email Nick directly