Aelric builds agent systems for mechanical contractors, engineers, and industrial operators — where getting it wrong has real consequences and domain expertise is the only thing that matters.
Not general-purpose AI. Systems built from the field up.
Most industries running complex physical systems have the same problem — the knowledge required to run them well lives in people's heads, not in systems.
When those people leave, the knowledge leaves with them. When something goes wrong, nobody has the documentation to explain why. When decisions get made, they get made on incomplete information. Aelric builds the systems that capture, apply, and preserve that knowledge.
Generic tools generate generic outputs. Aelric was built by someone who has commissioned CO₂ transcritical refrigeration racks, synchrotron cooling systems, hospital medical gas, and large-scale hydronic plants — and has lived every failure mode these systems are designed to prevent. The credentials aren't decorative. They're the product.
Aelric works with mechanical contractors, engineering firms, and industrial operators. If you have a domain-specific problem that generic tools haven't solved — let's talk.