Kerr & Company is an operator-led holding company that builds and operates focused software businesses across AI infrastructure, automation, and workflow tooling.
We prefer systems over headcount, disciplined execution over noise, and durable products over short-term hype.
Every product is built to hold. Decisions optimize for compounding over years, not quarters.
AI and automation handle what they're good at. Humans focus on judgment and the problems machines can't solve yet.
If it doesn't save someone time or money, it stays on the bench. We ship when the product removes real friction.
Near-zero fixed costs. Revenue reinvested into product. No vanity metrics. No vanity spending.
Intelligence, execution, and revenue generation — built to work independently and compound together.
Ternary-quantized Mixture-of-Experts runtime and model stack for running large AI models on consumer hardware. Two provisional patents filed. Outlier-10B live on HuggingFace at 65.83% MMLU.
outlier.host →Operational automation framework for scheduling, internal workflows, and business tooling. Reduces manual repetition across the stack.
AI-powered proposal generation for service businesses. Faster quotes, cleaner documents, higher close rates.
Partnerships, compute sponsorship, or curious about what we're building.