The Future of Fabrication: How Low's Uses AI to Build Better

Custom stainless fabrication has been a craftsmanship discipline for the last 100 years. The skill is in the welder's hand, the shop's standard, the inspector who's seen it all. What's changing in 2026 isn't the craft — it's the workflow around it.

At Low's, we've built an internal AI stack that handles everything between the napkin sketch and the welder's table. We're now offering that same capability as a service to other restaurant groups, contractors, and fab shops that want to modernize without losing the discipline.

What We Offer

• Parametric 3D configurators for custom products — our bar top builder is the in-house example. Inputs become priced, dimensioned, build-ready outputs in seconds.

• AI-assisted compliance review — ADA, NSF, CalCode, food zone material checks at design time, not at inspection time.

• Multi-agent workflow design — Claude, Codex, Gemini, ChatGPT each in their own lane, coordinated through a shared cross-agent handoff protocol.

• Quoting and estimating automation — turning RFQs into structured bids without losing the engineering judgment that makes the bid defensible.

• Knowledge-base and SOP systems — a structured second brain so the shop's tribal knowledge survives every hire and every retirement.

The Stack We Actually Run

• Hierarchical AGENTS.md and CLAUDE.md operating contracts — every AI working in our repos reads the same rules.

• Skills, hooks, and subagents in .claude/ — repeatable workflows triggered by a single command, with deterministic guardrails.

• JSON schema-driven cross-agent handoffs — status, decisions, and escalations move between AIs as structured files, not chat text.

• Three.js + WebGL2 PBR for the configurator — the actual finishes, edge profiles, and HDRI environments you'll see on the shop floor.

• GitHub-native source of truth with branch protection, code review, and verification by git state — not by AI chat output.

Why This Matters for Your Project

When you work with a fab shop running this kind of stack, three things change in your favor: quotes come back faster, design revisions stop costing real money, and the proof of what was promised lives in a system you can audit. The handoff between you, the architect, the GC, and the fabricator stops being phone calls and emails — it becomes structured artifacts everyone can reference.

Who This Is For

• Restaurant groups planning multi-unit rollouts and tired of inconsistent kitchen builds.

• Architects and designers who want fabrication-aware feedback at the design stage.

• Other fab shops looking to modernize quoting and shop ops without hiring a software team.

• Operators who want a parametric configurator for their own product line.

The craft doesn't change. The workflow around it does. That's the work.