Quote faster. Ship on time. Stop losing jobs to slower shops.
AI-powered quoting engine that wins back lost bids for custom job shops.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take ManufactureAI from MVP shell to operating business.
Sixty thousand US job shops spend $3,600 annually on job management software. One saved lost bid pays for a year of service. Your GTM is direct: cold email and LinkedIn to operations managers with free trial and white-glove setup. The unit economics work at $199-299 monthly. Manufacturing shops have a real, quantified pain point that AI can solve measurably.
Incumbent ERP systems have locked-in workflows and switching costs. AI accuracy requires per-shop training data, making onboarding expensive and 30-day churn high if the model doesn't match their pricing. Manufacturing owners are inherent skeptics about AI solutions. Year 1 nets negative eighteen thousand nine hundred dollars. Only 14 percent probability of meaningful success. You'll need manufacturing insider knowledge and shop relationships to win trust.
An existing manufacturing services agency owner expanding into software, or a solo SaaS operator with manufacturing shop relationships. You understand job shop economics, skepticism of vendor promises, and how to position technical wins as business wins. You're comfortable with hands-on customer success and willing to spend weeks tuning models per-shop to build trust and retention.
From contract signing to operating business.
Three ways in, depending on how much you want to build yourself.
Read the full buyer brief on every product in the catalog. All Fermi math, all agent specs, all sales kits, all skeptic memos. Cancel any time.
The full asset bundle transfers to your accounts. Brand, domain, landing, agent spec, financial model, sales kit, founder persona, video. You own it.
A Roll Digital chief operator builds ManufactureAI for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.