# Automated RFQ Estimator

*/Opportunities/Automated_RFQ_Estimator*

## Opportunity Market Sizing

_Illustrative — target and order-of-magnitude estimate figures, not an achieved track record (this Thing is concept-stage)._

**S A M**: ~$800M-1.2B targeting mid-market high-mix CNC and sheet metal fabrication facilities
**S O M**: ~$20M-40M obtainable within 3 years via direct sales to early-adopter machine shops
**T A M**: ~120k North American and European custom manufacturing shops × ~$20k-25k/yr typical SaaS spend for quoting automation ≈ ~$2.4B-3.0B
**Growth Rate**: ~10-15%/yr, driven by an acute shortage of skilled human estimators and rising expectations for 24-hour turnaround times on custom parts
**Paid Comparable Spend**: ~$60k-90k/yr per dedicated human estimator, plus ~$3k-8k/yr for legacy ERP quoting modules or basic spreadsheet maintenance

## Opportunity Incumbents

- [Microsoft Excel](/Products/Microsoft_Excel) — Spreadsheet
- [Paperless Parts](/Products/Paperless_Parts) — Tool
- [aPriori Estimating](/Products/aPriori_Estimating) — Tool
- [Epicor CPQ](/Products/Epicor_CPQ) — Tool
- [In-House Estimating Team](/Products/In-House_Estimating_Team) — Service
- [Custom Python Scripts](/Products/Custom_Python_Scripts) — DIY

## Opportunity Win Conditions

**Kill Thresholds**:
- Human-in-the-loop escalation rate remains > 50% after 45 days of deployment
- Time to complete core ERP price syncing exceeds 21 days
- Software underbids actual production costs on > 5% of accepted jobs
- Day 60 pilot-to-paid conversion rate drops below 40%
**Leading Metrics**:
- Zero-touch quote percentage
- Time from RFQ upload to quote delivery
- Escalation rate for unreadable 2D PDF blueprints
- Time-to-first-value (first sent quote)
- Win rate of auto-generated quotes vs human baseline
**What Proves Right**: Machine shops automate at least 60% of incoming sheet metal and 3-axis CNC quotes without human review within the first 14 days of deployment. Cohorts retain at >80% after 90 days because the system consistently matches the pricing accuracy of their senior estimators. Customers willingly pay $1,500 per month after the pilot phase to directly offset the need to hire additional junior quoting staff.
**What Proves Wrong**: The software repeatedly underbids complex parts, causing shops to lose money on won jobs and forcing senior estimators to double-check every line item. Integration with legacy ERP systems requires expensive custom onboarding that stretches past 60 days, destroying the unit economics. Users abandon the tool and return to Excel because the parser fails to accurately interpret non-standard 2D PDF blueprints with custom geometric dimensioning and tolerancing annotations.

## Neighborhood

### Where the gap lives

- [Turned Product and Screw, Nut, and Bolt Manufacturing](/Industries/Turned_Product_and_Screw,_Nut,_and_Bolt_Manufacturing) — latent gap · Industries
- [Manufacturing](/Industries/Manufacturing) — latent gap · Industries

### Incumbent in

- [aPriori Cost Management](/Products/aPriori_Cost_Management) — incumbent in · Products
- [Bespoke Python Scripts](/Products/Bespoke_Python_Scripts) — incumbent in · Products
- [Epicor CPQ](/Products/Epicor_CPQ) — incumbent in · Products
- [In-House Estimating Team](/Products/In-House_Estimating_Team) — incumbent in · Products
- [Microsoft Excel](/Software/Microsoft_Excel) — incumbent in · Software
- [Paperless Parts](/Software/Paperless_Parts) — incumbent in · Software