AI for Manufacturing: Win More Deals, Price Them Right
Your team spends 15-30 minutes per quote. Your best pricing knowledge lives in a few people's heads. And you're leaving revenue on the table with cost-plus pricing. We fix all three.
Proven with aerospace distributors, precision fabricators, and custom parts manufacturers.
Built for job shops, distributors, and custom manufacturers doing $5M-$50M with 15-100 employees.
Three Shifts That Change Everything
Most manufacturers are stuck in the same loop: slow quotes, flat margins, knowledge trapped in a few key people. AI breaks all three at once.
Speed: Win on Turnaround
15-30 minutes per quote, manually copying from ERP to Excel to email.
AI assembles quotes from your existing data in minutes. Respond same-day instead of next-week.
Manufacturing companies that respond to RFQs first win 35-50% more deals.
Intelligence: From Cost-Plus to Value-Based
Raw materials + markup. Every quote priced the same way regardless of customer or context.
AI surfaces pricing signals from order history, customer conversations, and market data. Price based on value delivered, not just cost incurred.
One client's raw materials represent 60-65% of cost. Even a 5% smarter margin on labor and overhead compounds into significant revenue.
Knowledge: Your Experts' Brains, Digitized
Critical know-how lives in 2-3 veterans' heads. New hires take years to get up to speed. When someone retires, knowledge walks out the door.
Every quote, every call, every engineering decision becomes searchable institutional knowledge. New team members ramp up in months instead of years.
One manufacturer's engineers start every custom order from scratch because there's no way to search 20 years of past work.
Real Outcomes From Real Engagements
Results from our manufacturing AI engagements. From aerospace distributors to precision fabricators, these numbers represent real outcomes.
Pipeline expansion from increased throughput, based on a client aerospace distributor's data
Document assembly time cut in half, freeing 1 FTE equivalent of sales capacity ($100-150K/year)
Process multiple documents simultaneously instead of one-at-a-time sequential workflows
From discovery to validated production workflow in a single sprint cycle
The Manufacturing AI Gap
Your shop floor runs lean. But your back office is drowning in manual document assembly, tribal knowledge silos, and approval bottlenecks that cost you revenue every day.
Quoting Takes Longer Than It Should
Technical staff spending 50% of their time assembling offers instead of engineering. 15-30 minutes per quote in Excel, manually cross-referencing ERP data, drawings, and pricing sheets.
Your Best Knowledge Is a Retirement Risk
The engineer who knows every customer's specs, the sales rep who remembers the pricing history, the veteran who can quote from memory. When they're unavailable, your team starts from scratch.
Cost-Plus Is Leaving Money on the Table
Raw materials are 60-65% of cost. Everyone adds a standard markup. But some jobs are worth more than others, and some customers value speed over price. Cost-plus ignores all of that.
Low Win Rates Despite Good Work
25-35 RFQs per month, 6% win rate. The work is strong, but slow response times mean competitors get there first. Every day of delay is a deal you didn't win.
AI That Works With Your Team, Not Against It
We build hybrid systems that combine deterministic automation for consistency with AI reasoning for the parts that actually need intelligence.
AI-Powered RFQ Assembly
Hybrid Python + AI architecture extracts specs from drawings, cross-references ERP history, and assembles quotes. Deterministic where consistency matters, intelligent where judgment is needed.
Parallel Processing at Scale
Stop processing quotes one at a time. AI enables 3x parallel throughput without adding headcount.
Value-Based Pricing Intelligence
Surface pricing signals from order history, customer conversations, and market conditions. Move from blanket markups to pricing that reflects the value you deliver.
Hidden Signal Detection
Every phone call, email, and intake form contains pricing and customer signals your team doesn't have time to find. AI extracts patterns from your existing data to inform smarter pricing and customer strategy.
Knowledge Capture & Search
Encode decades of expertise into searchable, structured workflows. New hires quote like veterans. Knowledge compounds instead of walking out the door.
Build Your Own AI Systems
We build tools your team owns and operates. Connect to your ERP, SharePoint, and document systems through secure connectors. No vendor lock-in. No rip-and-replace.
8-Week Acceleration Sprint
From discovery to production-ready workflow in a single sprint cycle. No 18-month implementation timelines.
Discovery & Workflow Mapping
We map your current processes with your domain experts, identify the highest-value bottleneck, and define measurable success criteria for the sprint.
SME + Technical Operator Pairing
Your subject matter expert pairs with our technical team. We encode tribal knowledge into AI workflows while building tools your team can maintain.
Build, Test & Iterate
Weekly sprint cycles with live testing against real documents. We measure progress against the target and pivot approaches when needed. Speed matters more than perfection.
Validate & Hand Off
Production-ready workflow validated by your team. Knowledge transfer ensures your team can operate and improve the system independently after our engagement ends.
Frequently Asked Questions
Common questions from manufacturing leaders evaluating AI implementation.
Ready to Quote Faster, Price Smarter, and Improve Your Margins?
In a 30-minute strategy call, we'll map your quoting workflow, identify where AI fits, and show you a clear path to results. No pitch deck, no pressure — just your process and our experience.
Whether you're chasing EBITDA improvement for your PE sponsors or freeing capacity to take on more work, we'll scope an 8-week sprint that pays for itself.