Additive Manufacturing & 3D Printing
Custom AI quoting platforms and production management systems for 3D printing service bureaus — trained on your data, built around your workflow.
Case Studies
AI-Powered Digital Manufacturing Platform
Tech Stack
Custom Platform Development for Additive Manufacturing Service Bureaus
We design and build full-stack platforms that automate quoting, manage production, and give customers and production teams a single place to work — trained on each shop's own historical jobs, machines, and pricing logic.
Instant AI Quoting Engine⚡
AI model trained on your historical jobs returns production-ready quotes in seconds. No staff involvement for standard parts.
Three-Tier Job Routing🔀
Standard jobs quote instantly. Edge cases route to human review automatically. Custom jobs go to manual request. No customer hits a dead end.
Customer Production Dashboard📊
Single interface for file uploads, order creation, production tracking, and communication with production managers.
Secure 3D File Library🗄️
Encrypted cloud storage for all 3D models, organised by client, project, and part type — with versioning for repeat orders.
Internal BD Quoting Tool🛠️
Sales team version with price overrides, discount controls, and account notes — separate from the public customer portal.
Admin and Operations Portal🖥️
Full visibility for the production team across every quote, order, production status, logistics, and pricing configuration.
Logistics and Shipping Automation📦
FedEx integration, logistics cost calculation, lead-time automation, and payment processing built into the platform.
STL and 3MF Geometry Parsing📐
Automated geometry reading, volume and surface area extraction, and material compatibility checks on every file upload.
After-Hours Autonomous Quoting🌙
Platform continues quoting outside business hours. Friday evening inquiries return quotes instantly rather than waiting until Monday.
Estimator Dependency Removal🔒
Quoting knowledge encoded into the AI model so the business never stops when your senior estimator is unavailable.
Our team
Our team consists of skilled developers and designers who create immersive and pleasant experiences.
Growth
We implement strategies to drive engagement, conversions, and long-term success.
Innovation
We stay ahead of trends, leveraging the latest technology and creative insights.
Positive impact
We hold ourselves accountable to outcomes, not just deliverables. Clear process, honest communication, and work that ships.
Custom Capabilities Built for 3D Printing Service Bureaus
From instant AI quoting and three-tier job routing to production dashboards, secure file libraries, and admin portals — our additive manufacturing platform covers every stage of the bureau workflow, trained on your own historical job data.
🤖AI Model Trained on Your Data
Custom ML model built on your historical job records, prices, and machines — not a generic off-the-shelf model.
🏗️Databricks Lakehouse Architecture
Bronze-Silver-Gold medallion architecture storing historical job data. Foundation for all model training and production analytics.
⚡Real-Time Inference Engine
Sub-15-second quotes on standard parts via a live inference pipeline connected to the customer portal.
📏Pricing Consistency Engine
Eliminates quote variation between staff members. Same job, same price, every time — governed by the trained model.
💳Payment and Invoicing Automation
Payment processing integrated into the quote approval flow. Invoice generated automatically on order confirmation.
📈Production Analytics Dashboard
Machine utilisation, job profitability, and delay pattern visibility — built on Databricks medallion architecture.
🌐Multi-Site Factory Synchronisation
Unified view of capacity, jobs, and pricing across multiple production sites for PE-backed multi-location groups.
💬Conversational AI Quoting Interface
Chat-based input collects material, quantity, and use case conversationally — then calls the same quoting engine without requiring a file.
🔼Material and Process Upsell Engine
Suggests material or process upgrades with tradeoff explanations at the point of quoting to increase average order value.
🤝B2B Account Portal
Dedicated login for repeat B2B clients with saved files, order history, price agreements, and direct comms.
Bureau Types We Serve
We build custom quoting and production platforms for independent 3D printing service bureaus across multiple operating models:
Self-Serve Digital Bureaus
10–50 employees, B2C and B2B mix, customers find you via Google. Instant quoting is the highest-impact upgrade.
Relationship-Driven Bureaus
50–200 employees, B2B dominant, wins via referral and trade shows. Internal BD tool and account management are the priority.
PE-Backed Multi-Site Groups
Multiple acquired shops needing consistent quoting logic, pricing governance, and production visibility across sites.
Specialist Materials Bureaus
Metal, composite, and high-performance polymer printing with complex pricing logic and engineering-review workflows.
Medical and Aerospace Bureaus
Certified bureaus serving regulated industries. Platform built to handle compliance documentation and traceability requirements.
Prototyping and R&D Services
Fast-turn bureaus serving engineering teams. Quote speed and file management are the primary friction points.
Production Part Bureaus
Bureaus running repeat production orders for manufacturing clients. Repeat order automation and B2B account portals deliver the highest return.
Virtual Factory Models
Digitally-operated bureaus with distributed production capacity. Platform covers the full workflow from inquiry to delivery.
University and Research Labs
Academic bureaus offering services to internal and external users. Quoting, order management, and cost-recovery tracking.
Catalogue Part Sellers
Bureaus with repeatable standard parts alongside custom orders. Ecommerce flow for standard parts, AI quoting for custom geometry.
We partner with independent 3D printing service bureaus to replace manual quoting, disconnected operations, and invisible online presence with a unified AI-powered platform built specifically around how your shop prices and operates.
Talk to Expert
Additive Manufacturing Platform FAQs Questions
Common questions about building custom AI quoting and production platforms for 3D printing service bureaus.
How is this different from DigiFabster or Paperless Parts?
What data do you need to build the quoting model?
How accurate is the AI quoting engine?
What happens to jobs the AI cannot price confidently?
Does the platform work for multiple printing technologies?
How long does a full engagement take?
