New AI Tool Automates Machine Shop Quoting Processes
Machine shops can now use AI to accelerate response times and improve the conversion of customer quotes.
Updated on Oct. 16, 2026 in Manufacturing

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CloudNC has launched Quote Agent, an AI-powered software designed to automate the assessment of manufacturing parts and the generation of production plans. The tool aims to help machine shops shorten their turnaround times for customer quotes, a process where shops currently lose approximately 90% of requests.
Why it matters
Slow response times in the quoting process are a primary driver of lost business for machine shops, with most failing to secure the vast majority of opportunities. By automating the analysis of material, routing, and inspection requirements, this software seeks to improve conversion rates for job shops.
Machine shops currently lose 90% of their submitted quotes, largely due to slow response times. The new AI-powered version of Quote Agent is priced at $2.50 per part, while a manual version remains available at no subscription cost.
The players
CloudNC
A technology company developing software solutions to automate manufacturing processes and improve shop floor efficiency.
The details
The software functions by analyzing customer 2D drawings or 3D models using a combination of proprietary physics models and large language models. Once a file is uploaded, the agent automatically identifies routing times, material costs, post-processing fees, and inspection requirements. It then generates formal design-for-manufacture reports and ballooned drawings, allowing shops to input their own specific equipment capabilities and material preferences to tailor the output.
Timeline
Quote Agent became available for use on October 16, 2026.
Market Landscape
The introduction of this tool represents a departure from the historical reliance on manual estimation and CAM programming within machine shops. It signals an industry-wide push to leverage generative AI to reduce the labor-intensive barriers that have long plagued job shop quoting processes.
Shop owners should evaluate whether the $2.50 per-part cost for AI automation offers better ROI than their current manual estimating process. Managers should also assess whether integrating this tool allows their team to reallocate time from administrative quoting toward higher-value production tasks.
The takeaway
AI tools for automated quoting could help machine shops reclaim some of the 90% of business lost to slow response times. Operators should benchmark their current lead times for quotes to determine if AI-driven analysis provides a measurable improvement in conversion.
Further reading
For more on evolving production technologies, see our section on Manufacturing.
More information
For more details, visit the Quote Agent product information page.
Source note: This article includes information reported by Machinery Market.
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