# Fabreavy

*/Startups/Fabreavy*

## Startup Overview

This quoting engine ingests digital manufacturing files and extracts exact geometric features to generate instant production estimates. Fabricators and machine shops submit 3D models and receive immediate, technically accurate pricing based directly on part geometry, tolerances, and material constraints.

Custom manufacturing workflows routinely stall at the estimating desk. Traditional shops rely on manual estimation teams to measure wall thicknesses, identify undercuts, and calculate machine runtimes, while legacy quoting software still requires human intervention to validate complex parts before a quote leaves the building.

By completely removing the human-in-the-loop requirement, the system processes intricate geometric files autonomously. Unlike broad broker networks like Xometry or subscription-heavy workflow tools like Paperless Parts, the engine operates strictly on usage, charging exclusively per successful quote generated.

## Startup Founding Hypothesis

**Approach**: that extracts geometric features to generate instant production quotes
**Competitors**:
- [Paperless Parts](/Competitors/Paperless_Parts)
- [Xometry](/Competitors/Xometry)
- [Manual Estimation Teams](/Competitors/Manual_Estimation_Teams)
**Differentiator2x2**: priced per successful quote and requires zero human intervention for complex geometric files

## Startup Solution Coordinate

**Solution**: [Geometric Quoting Engine](/Services/Geometric_Quoting_Engine)

## Startup Position2x2

```mermaid
quadrantChart
    title Fabreavy Positioning
    x-axis "Requires Human Review" --> "Zero Human Intervention"
    y-axis "Fixed / Subscription Cost" --> "Priced Per Successful Quote"
    quadrant-1 "Automated Pay-Per-Quote"
    quadrant-2 "Manual Pay-Per-Quote"
    quadrant-3 "Traditional Overhead"
    quadrant-4 "Automated SaaS"
    Manual Estimation Teams: [0.15, 0.15]
    Paperless Parts: [0.40, 0.25]
    Xometry: [0.85, 0.35]
    Fabreavy: [0.90, 0.85]
```

## Startup Offer

**Proof**:
- Targeting custom machine shops aiming to reduce time-to-quote from 24 hours to under 5 minutes.
- Aiming to help sheet metal fabricators process 50+ RFQs daily without adding estimation headcount.
- Intended for high-mix manufacturers seeking to capture long-tail production orders profitably.
**Tiers**:
- Name: Pay-As-You-Quote · Price: ~$4–$8 per successful quote · Inclusions: Automated geometric feature extraction for STEP/IGES files, standard material pricing calculation, and direct PDF generation. Billed only when a complete quote is successfully generated without manual fallback.
- Name: Volume Commitment · Price: ~$2–$3.50 per successful quote (minimum ~$500/mo) · Inclusions: Bulk file processing for multi-part assemblies, intended custom tooling library ingestion, and priority compute processing for complex geometries.
- Name: Enterprise Routing · Price: ~$1.50–$2.50 per successful quote + ~$15k/yr platform fee · Inclusions: Designed for direct CRM/ERP API connections, custom white-labeled quoting portals, and dedicated model tuning for shop-specific machining constraints.
**Guarantee**: Fabreavy guarantees complete geometric feature extraction without human intervention; if an uploaded CAD file requires manual estimation fallback, that quote is never billed.
**Business Function**: ProvideService
**Objection Handlers**:
- Objection: Our pricing logic relies on proprietary material markups and custom shop rates. Rebuttal: The system is designed to ingest and map to your specific pricing matrices without exposing logic across tenants.
- Objection: Customers often upload broken or messy CAD models that an AI will misinterpret. Rebuttal: Built-in mesh validation immediately flags unreadable geometries and returns a failed-compute error rather than generating an inaccurate quote.
- Objection: We cannot trust fully automated quoting for multi-part, complex assemblies. Rebuttal: Fabreavy separates multi-part assemblies into individual component quotes and kicks ambiguous intersections to a manual review queue, which are not billed.
**Pricing Architecture**: UsageMeter
**Agent Checkout Support**:
- agentic-commerce-protocol

## Startup Brand

**Voice**: Authoritative engineering register characterized by unyielding structural precision.
**Tagline**: Turn geometric CAD files into instant production quotes.
**Icon Concept**: caliper
**Palette Intent**: industrial-safety
**Visual Identity**: The identity pairs machined steel grays and high-visibility safety yellow with heavily structured typography to reflect factory-floor reality.
**Archetype Reference**: the-sage

## Startup Buyer Chain

**Chain**: Fabreavy → Contract Manufacturer / Job Shop → OEM Procurement Engineer
**Gtm Motion**: Acquires initial accounts by offering job shop owners a self-serve upload portal to test complex CAD files and verify the geometric extraction accuracy without an upfront software license. Expands revenue automatically as shops transition their daily RFQ volume to the platform, capturing more value through the pay-per-successful-quote model.
**Agent Channel**: Intends to publish a machine-readable quoting API in agent tool registries, allowing autonomous supply chain bots to submit CAD files and instantly retrieve manufacturing estimates.
**Primary Channel**: Targeted search advertising capturing intent for automated CNC quoting software and direct outbound campaigns targeting Estimation Managers seeking alternatives to manual estimating teams.

## Startup Customer Journey

```mermaid
flowchart LR A[Search Advertisement]-->B[CAD Upload Portal]-->C[Extracted Geometry]-->D[First Automated Quote]-->E[Volume Commitment Tier]-->F[ERP Connection]-->G[White-Label Portal]
```

## Startup Proof Points

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

**Pilot Goals**:
- 14-day parallel run processing historical STEP files to prove the extraction engine matches the shop's existing manual quote values within a 2 percent margin
- 30-day live integration with a regional fabricator's intake queue to demonstrate processing 100+ RFQs without human intervention
**Target Metrics**:
- Aim: Under 5 minute turnaround time for complete geometric feature extraction
- Target: 0% manual fallback rate on standard sheet metal geometries
- Target: 100% accurate ingestion of proprietary material pricing matrices
- Target: $0 billed for unreadable or broken CAD models
**Target Case Studies**:
- Mid-sized custom machine shop reduces time-to-quote from 24 hours to under 5 minutes for single-part STEP files
- Regional sheet metal fabricator processes 50+ RFQs daily without adding dedicated estimation headcount
- High-mix CNC manufacturer captures low-volume long-tail production orders profitably by eliminating manual quoting overhead
**Testimonial Targets**:
- Lead Estimator expressing relief that broken CAD models are flagged immediately by mesh validation rather than generating inaccurate quotes
- Shop Owner stating that pay-as-you-quote pricing directly aligns software costs with actual generated estimates
- Production Manager affirming that the automated material calculation accurately reflects their proprietary custom shop rates

## Startup Top Risks

**Risks**:
- Severity: existential · Description: Geometric extraction algorithms misinterpret non-standard CAD tolerances, resulting in underpriced production quotes that force manufacturers to absorb financial losses. · Mitigation Status: unmitigated
- Severity: high · Description: Charging per generated quote alienates shops with low quote-to-win conversion rates who prefer predictable fixed software subscriptions. · Mitigation Status: in-progress
- Severity: high · Description: Incumbents like Paperless Parts train proprietary geometry models on their massive historical quote datasets to match the zero-intervention capability. · Mitigation Status: unmitigated
- Severity: moderate · Description: Shops demand manual override workflows for high-liability aerospace or medical components, directly conflicting with the zero-intervention architecture. · Mitigation Status: in-progress

## Startup Competitors

- [Paperless Parts](/Competitors/Paperless_Parts) — Quoting Software
- [Xometry](/Competitors/Xometry) — Manufacturing Network
- [Manual Estimation Teams](/Competitors/Manual_Estimation_Teams) — Status Quo
- [aPriori](/Competitors/aPriori) — Enterprise Costing
- [Hubs](/Competitors/Hubs) — Brokerage Platform

## Startup Solution Stack

- [Instant Quoting Service](/Services/Instant_Quoting_Service) — Service-as-Software
- [Geometry Extraction Agent](/Agents/Geometry_Extraction_Agent) — Agent
- [Cost Calculation Worker](/Agents/Cost_Calculation_Worker) — Agent
- [CAD Parsing API](/Software/CAD_Parsing_API) — Software
- [Topology Analysis Engine](/Software/Topology_Analysis_Engine) — Software

## Startup Story Brand

**Hero**:
- **Need**: to be the strategic manufacturing partner who wins bids, not a bottleneck
- **Want**: to turn incoming CAD files into production-ready quotes in minutes
- **Identity**: the estimator at a high-mix custom machine shop
**Plan**:
- Step: Upload CAD · Detail: Drop your STEP or IGES files into the interface to begin the geometric feature extraction.
- Step: Validate · Detail: Review the extracted machining features and material costs against your shop’s specific pricing matrix.
- Step: Send Quote · Detail: Generate the final PDF and email the production quote to your customer in under five minutes.
**Guide**:
- **Empathy**: Does your quoting process still stall while waiting for human feature extraction from complex STEP files?
**Problem**:
- **Villain**: manual estimation teams
- **External**: Calculating production costs across STEP and IGES files requires hours of manual feature extraction and spreadsheet math for every RFQ.
- **Internal**: You feel like a data-entry clerk buried in unread emails while competitors win the bids you haven't even opened.
- **Philosophical**: Every estimator deserves to spend their time on manufacturing strategy — not on manual geometry lookups.
**Success**: You process 50+ RFQs daily with zero estimation headcount growth and capture the long-tail production orders your competitors miss.
**One Liner**: Every day, custom machine shop estimators lose bids due to slow manual quoting. Fabreavy extracts geometric features from CAD files so you can send production quotes in five minutes.
**Positioning**:
- **So That**: you generate production-ready quotes without human intervention.
- **Unlike**: manual estimation teams and spreadsheets
- **For Whom**: estimators at high-mix custom manufacturers
- **Category**: Automated Quoting Software for Machine Shops
**Call To Action**:
- **Direct**: Generate a quote
- **Transitional**: Download sample feature extraction
**Failure Stakes**:
- Losing bids to faster competitors
- Inaccurate material cost calculations
- Estimator burnout from repetitive spreadsheets
**Transformation**:
- **To**: the lead who scales shop throughput through automation
- **From**: an estimator manually measuring CAD files in spreadsheets
**Controlling Idea**: Geometric analysis should automate quoting to keep machine shops competitive.

## Startup Token Hero

**Genre**: founding-hypothesis
**Rendered**: Every day, custom machine shop estimators lose bids due to slow manual quoting. Fabreavy extracts geometric features from CAD files so you can send production quotes in five minutes.
**Mechanism**: spine-derived-v1
**Template Id**: spine-founding-hypothesis
**Vocab Fingerprint**: 9af0d9a0723aa416

## Startup Token Positioning

**Genre**: moore-positioning
**Rendered**: Automated Quoting Software for Machine Shops for estimators at high-mix custom manufacturers. Unlike manual estimation teams and spreadsheets — you generate production-ready quotes without human intervention..
**Mechanism**: spine-derived-v1
**Template Id**: spine-moore-positioning
**Vocab Fingerprint**: 568177a22cba03ca

## Startup Token Pitch Deck

**Genre**: pitch-deck
**Rendered**: Problem: Calculating production costs across STEP and IGES files requires hours of manual feature extraction and spreadsheet math for every RFQ.
Solution: Every day, custom machine shop estimators lose bids due to slow manual quoting. Fabreavy extracts geometric features from CAD files so you can send production quotes in five minutes.
Customer: estimators at high-mix custom manufacturers
Unlike: manual estimation teams and spreadsheets
**Mechanism**: spine-derived-v1
**Template Id**: spine-pitch-deck
**Vocab Fingerprint**: fe3d9ab4f939e8b7

## Startup Token M E D D P I C C

**Pain**: Calculating production costs across STEP and IGES files requires hours of manual feature extraction and spreadsheet math for every RFQ.
**Metrics**: Target: You process 50+ RFQs daily with zero estimation headcount growth and capture the long-tail production orders your competitors miss.
**Rendered**: Pain: Calculating production costs across STEP and IGES files requires hours of manual feature extraction and spreadsheet math for every RFQ.
Economic buyer: Contract Manufacturer / Job Shop
Metrics: Target: You process 50+ RFQs daily with zero estimation headcount growth and capture the long-tail production orders your competitors miss.
Competition: manual estimation teams and spreadsheets
**Mechanism**: spine-derived-v1
**Competition**: manual estimation teams and spreadsheets
**Economic Buyer**: Contract Manufacturer / Job Shop
**Vocab Fingerprint**: a29a7d706a17781c

## Startup Token Cold Email

**Genre**: cold-email
**Rendered**: Subject: Automated Quoting Software for Machine Shops for estimators at high-mix custom manufacturers

estimators at high-mix custom manufacturers — Calculating production costs across STEP and IGES files requires hours of manual feature extraction and spreadsheet math for every RFQ. Every day, custom machine shop estimators lose bids due to slow manual quoting. Fabreavy extracts geometric features from CAD files so you can send production quotes in five minutes.
**Mechanism**: spine-derived-v1
**Template Id**: spine-cold-email
**Vocab Fingerprint**: f743f666da9ffc88

## Startup Token Agent Spec

**Genre**: ai-agent-spec
**Rendered**: Automated Quoting Software for Machine Shops. Every day, custom machine shop estimators lose bids due to slow manual quoting. Fabreavy extracts geometric features from CAD files so you can send production quotes in five minutes. Serves estimators at high-mix custom manufacturers.
**Mechanism**: spine-derived-v1
**Template Id**: spine-ai-agent-spec
**Vocab Fingerprint**: dfe1bb66997d5970

## Neighborhood

### Candidate solutions

- [Source Heavy Plate Welders](/Problems/Source_Heavy_Plate_Welders) — candidate solution for · Problems

### What it offers

- [Geometric Quoting Engine](/Services/Geometric_Quoting_Engine) — offers · Services

### Composed of

- [Instant Quoting Service](/Services/Instant_Quoting_Service) — composes · Services
- [Geometry Extraction Agent](/Agents/Geometry_Extraction_Agent) — composes · Agents
- [Cost Calculation Worker](/Agents/Cost_Calculation_Worker) — composes · Agents
- [CAD Parsing API](/Software/CAD_Parsing_API) — composes · Software
- [Topology Analysis Engine](/Software/Topology_Analysis_Engine) — composes · Software

### Competitors

- [Xometry](/Competitors/Xometry) — competes with · Competitors
- [Paperless Parts](/Competitors/Paperless_Parts) — competes with · Competitors
- [Manual Estimation Teams](/Competitors/Manual_Estimation_Teams) — competes with · Competitors
- [aPriori](/Competitors/aPriori) — competes with · Competitors
- [Hubs](/Competitors/Hubs) — competes with · Competitors

### Embodies

- [Service-as-Software](/Theses/Service-as-Software) — embodies · Theses

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