
Manufacturing & Industrial
AI that keeps the floor running.
We deploy AI into manufacturing and industrial operations — automating RFQ responses, optimizing production scheduling, and keeping customer communication flowing without adding office headcount.
The pain pattern
Sound Familiar?
RFQ response time kills win rate
You receive 20 RFQs per week. Each needs estimating, pricing, and a formal quote. By the time you respond in 5-7 days, the buyer has already awarded to someone faster.
Production scheduling is a daily fire drill
Machine breakdowns, rush orders, and material delays require constant re-scheduling. Your planner is the bottleneck — and they're working from memory and gut feel.
Customer updates are manual and inconsistent
Buyers call for status. Your team checks the floor, calls back (maybe), and the buyer is already frustrated. No real-time visibility without manual effort.
Quality documentation is reactive
You document quality issues after the fact. No automated correlation between process parameters and defects. Root cause analysis takes weeks instead of hours.
How we deploy
How We Deploy in the Manufacturing & Industrial Stack.

Step 01 — Audit
Pull six months of RFQ data, material costs, and won/lost outcomes from JobBOSS or Epicor.
Step 02 — Wire RFQ Automation
Model your estimator's logic — material markups, complexity tiers, lead-time rules — into the agent.
Step 03 — Shadow Mode
Generate quotes alongside your estimator for two weeks. Every quote reviewed before send.
Step 04 — Go Live + Layer
Production cutover at week 6. Scheduling copilot and customer portal added once RFQ wins stabilize.
See it run on a real account
Walk through the WhatsApp, Email, and Voice agents stage by stage — uploads, knowledge map, plain-English updates, and a live test conversation. No login. No setup.
Proof point
What We Shipped for Precision Metalworks.
RFQ response time cut from 5 days to 4 hours
4 hrs
avg RFQ response
+40%
quote win rate
A custom fabrication shop was losing 30% of RFQs to slower response times. We deployed AI quote generation that pulls from historical job data and material pricing to generate accurate estimates in hours instead of days.
Starting modules
Where Most Operators in This Space Start.
RFQ Automation
AI-powered quote generation from historical job data
Deploy
5-6 weeks
Scheduling Copilot
AI-assisted production scheduling and re-optimization
Deploy
6-8 weeks
Customer Portal Agent
Automated order status, delivery updates, and communication
Deploy
3-4 weeks
Getting started
Where to Start and How Long It Takes.
Manufacturing engagements typically start with RFQ Automation for immediate win-rate improvement. The Scheduling Copilot follows for shops with complex job mixes. You'll get a clear, itemized quote on your discovery call.
See What Moves the Most Revenue for Your Operation.
30 minutes. No pitch deck. We whiteboard your current stack and identify the highest-leverage automation.