AI/ML & Edge AI
Solutions
We build AI systems that solve real, specific problems, including edge AI work that runs directly on-device rather than depending on a constant connection to the cloud.
AI Built for a Real Problem, Not a Buzzword
A lot of "AI-powered" products bolt a language model onto an existing workflow and call it innovation. We think about it differently, starting from the actual problem and building the model or system that fits it, including work that needs to run on-device rather than in the cloud.
Custom ML Models
Custom machine learning models built and trained specifically around a specific business problem.
Edge AI
On-device inference where latency, privacy, or connectivity constraints make cloud dependence a problem.
LLM Automation
Custom LLM-based tools, smart agents, and workflow automations tailored to your internal knowledge.
Pipeline Integration
Data engineering, pipeline architecture, and model integration work built directly into existing products.
Currently Building In-House
Right now, most of our active AI/ML and edge AI work is on our own internal products. Some of that stays private by design, since it's proprietary work rather than something built for a client to showcase. We're taking on early client work in this space alongside it, and we'd rather be upfront that this is where we are than overstate a track record we haven't built yet.
Our Process
Discovery Call
We talk through the actual problem you're trying to solve, and whether AI is genuinely the right tool for it.
Architecture
We assess what's realistic given your data, constraints, and whether the work needs to run on-device or in the cloud.
Build & Test
Models and systems built and tested against real data and real conditions, not a curated demo set.
Deploy & Monitor
We deploy, then monitor real performance as the system runs in production.