From the production floor to the back office, we find where AI raises throughput, quality, and margin — and we build it. Our team shipped computer-vision and automation at industrial scale. Engineers who've done this in the real world, not slideware.
Manual inspection misses defects. Scheduling and inventory run on tribal knowledge and spreadsheets. Downtime eats margin. AI vendors pitch you platforms, but few have ever shipped something that survives a real production environment.
We have. We bridge strategy and the shop floor — building AI that holds up where it actually runs.
Where AI Helps First
Computer-vision systems that catch defects faster and more consistently than manual inspection — exactly the kind of production AI our team has shipped.
Automate inventory tracking, demand signals, and the order and document processing that ties up your back office.
Smarter production scheduling and predictive maintenance to reduce downtime and keep lines running.
What We Do
A plan for where AI drives throughput and margin across your operation — production, quality, inventory, maintenance — with ROI modeled and risk addressed.
We map your operations floor to back office, find where AI cuts cost and downtime, and deliver a prioritized roadmap. Starts at $5,000.
We build what we recommend — computer-vision inspection, scheduling and inventory automation, document and order processing — integrated with your systems, owned by you.
AI trained on your proprietary process data that stays on your infrastructure and never trains a public model. Designed around your security and IP requirements.
Why HummingAgent
At Comcast Labs, our founders built computer-vision systems across 1,600 data centers and 40,000 technicians — apps that identify hardware by photographing faceplates and verify installations from photos. Those systems are still running in production. That's the real-world vision and automation experience we bring to your plant.
See client resultsFAQ
An AI consultant finds where AI improves throughput, quality, and margin across your operation — visual inspection, production scheduling, inventory, maintenance, and back-office processing — then builds the roadmap and implements the systems. At HummingAgent we both advise and build, integrated with your existing systems.
Yes. Our founders built computer-vision and automation systems at Comcast Labs across 1,600 data centers and 40,000 technicians — including vision apps that identify hardware by photographing it and verify installations from photos. Those systems still run in production. Industrial-scale, real-world AI is what we do.
Yes — it's one of the strongest fits. Computer-vision inspection catches defects faster and more consistently than manual checks, runs continuously, and flags issues before they ship. It's a high-ROI starting point for most manufacturers.
Yes. We build private, secure AI trained on your data that stays on your infrastructure and never trains a public model, designed around your security and IP requirements.
A full AI opportunity audit starts at $5,000 and delivers a team-by-team analysis with ROI projections and a roadmap. Build and implementation engagements are scoped to the project. See our AI pricing guide for ranges.
An audit takes one to two weeks, and the roadmap is ranked by ROI so you start with quick wins. First deployments typically go live in around 14 days.
One conversation. We'll tell you where AI fits your operation, what it would save, and how we'd build it to run in production.
Book a Strategy Call