Engineering teams were spending excessive time creating repetitive design documentation, limiting scalability and slowing order fulfillment, while also increasing the risk of inconsistencies and errors across projects and reducing time available for innovation and strategic problem-solving.
An AI-powered engineering workbench that automates the generation of design documentation based on order inputs and existing design libraries.
Order processing capacity without hiring
Improvement in conversion
Remix Partners began with a four-week discovery phase, embedding alongside the engineering team to map how design documentation actually moved through the quoting process — not how the SOPs said it should. That ground-truth view shaped a phased build that prioritized integration with existing CAD and ERP systems over greenfield tooling, so engineers could adopt the workbench without changing the software they already trusted. Rollout was deliberately gradual, starting with a single product line before expanding across the portfolio.
Medium – Required integration with legacy systems and workflow redesign
The deployment enabled the company to scale operations without proportionally increasing engineering headcount. By freeing engineers from repetitive documentation work, the organization shifted focus toward higher-value design and innovation activities. This not only improved operational efficiency but also strengthened the company’s competitive position by enabling faster response times and greater flexibility in handling custom orders.
Manufacturers with:
Enables engineers to process more RFQs without increasing headcount.
Enables engineers to process more RFQs without increasing headcount.