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Case study · From the Pluris libraryReceipt no. 0816
What sucked

A 70-year-old California custom manufacturer with 40,000 SKUs had a painfully manual quoting process.

Custom specs flowed into a legacy software system, were manually re-entered into a second system, which then advanced the bill of materials and generated an RFQ response. The team consistently missed their 48-hour turnaround target and spent significant time on back-and-forth with customers to collect missing information.

Manufacturing & IndustrialOperationsUnder 4 weeks
What they built

Remix Partners built an AI workbench inside Claude Code that converts legacy software output to machine-readable JSON, then automates the full RFQ workflow: catalog comparison across 40,000 SKUs, bill of materials generation, stakeholder notification, customer-ready pricing, and first-pass manufacturing drawing.

What changed
3.5 weeks

Complete build time for a custom AI workbench that replaced a multi-system manual process a 70-year-old company had run for decades

48-hr turnaround

RFQ turnaround time cut nearly in half from a baseline the team had routinely missed with their manual process

40,000 SKUs

AI workbench navigates the full parts catalog to match, price, and draft manufacturing drawings for every custom order

Time to results
Under 4 weeks
Company size
251-1,000 people
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Who did it
Justin Massa
Co-Founder, Remix Partners

Vetted by Pluris.