Real data from fabrication shops using AI-powered estimating. See what's working, what's next, and what the numbers actually look like.
Based on data from 200+ fabrication shops and 50,000+ AI-generated quotes. This is the first independent benchmark of AI quoting in custom manufacturing.
How much time and money manual estimating really costs — broken down by shop size, part complexity, and estimator seniority. The $127K figure is an average; see where your shop falls.
Head-to-head accuracy data: AI vs. senior estimators on sheet metal, structural, machining, and welded assemblies. AI matches or beats human estimators on 82% of standard parts.
Detailed breakdowns: laser-cut parts (avg 47 sec), welded frames (avg 1:52), multi-process assemblies (avg 3:15). See which part types benefit most from AI.
Shops using AI quoting report 34% more quotes sent, 22% higher win rates, and 18% better margins. We break down the math behind each number.
Multi-modal AI (drawing → quote), automated nesting integration, and real-time material pricing. Where the technology is going and what to prepare for.
Is your shop ready for AI quoting? A 10-point assessment with scoring — plus specific recommendations based on your result.
22-page PDF with charts, benchmarks, and the AI readiness checklist. Free instant download.
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