Stop losing Tuesday afternoon to quotes that never close
Job shop estimating software that cuts quoting time by 80% consistently.
Every artifact below transfers to your accounts on day one. The whole engine.
Custom scope to take Quote-AI from MVP shell to operating business.
The TAM is large: 60k US job shops spending $2,400 annually on estimating software. The GTM is proven. LinkedIn/email outbound converts at 2-3 closes per 15-20 demos. The pain point is acute: manual quoting wastes 8+ hours weekly. At $220-280/month, unit economics scale quickly once word-of-mouth kicks in after month 6. B2B buyers in this segment are pragmatic, desperate for time savings, and willing to pay for reliability.
Success probability is 14%, reflecting execution and market risk. Liability is the biggest vulnerability: if AI underestimates a complex job and the shop eats a $4k loss, trust collapses and churn follows. CAD/drawing file parsing works in controlled demos but fails on real customer files. This is hard ML work, not a prompt problem. Material costs swing 20-30% quarterly; baked-in databases become obsolete within weeks. Year 1 take-home is negative $26,400.
This fits a B2B SaaS operator with technical depth, $100k+ runway, and tolerance for early-stage risk. Ideally someone with agency background, existing manufacturing/fabrication networks, or proven solo founder experience. Requires comfort with ML uncertainty and liability exposure. Strong fit for someone who can execute GTM while managing customer success in a high-touch, quota-driven B2B environment.
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 Quote-AI for you. AI-amplified: unlimited Claude + Codex tokens. What used to take weeks, days at our speed.