Describe it or draw it. Kiln makes it real.

Describe what you want in plain language or upload a sketch. Kiln generates the 3D model, validates printability, optimizes orientation, and sends it to your printer — one conversation from idea to physical object.

• Text-to-3D and image-to-3D generation with automatic printability analysis
• Material-aware design intelligence that adapts geometry for your chosen filament
• End-to-end pipeline: describe, generate, validate, slice, print, monitor

Catch problems before they waste filament. Kiln analyzes models for structural risks, overhang issues, thin walls, and support requirements — then suggests fixes or applies them automatically.

• Structural risk scoring and load-bearing analysis before printing
• Automatic orientation optimization to minimize supports and maximize strength
• Wall thickness validation and mesh repair for manifold geometry

Design objects that are too large for a single build plate, or that require multiple materials. Kiln plans the split, generates assembly-ready parts with alignment features, and sequences the prints.

• Automatic splitting of oversized models into printable components
• Assembly planning with connector geometry and alignment guides
• Multi-material print coordination across AMS slots or multiple printers

Know the cost before you commit. Kiln estimates material consumption, print time, and electricity for local jobs — or compares quotes from third-party fulfillment providers for outsourced production.

• Per-print material weight, time, and cost breakdown
• Side-by-side comparison of local printing vs. third-party fulfillment quotes
• Project-level cost tracking across multiple prints and materials

Coordinate dozens of printers with queueing, routing, and failure recovery so operators spend less time babysitting machines and more time shipping parts.

• Priority scheduling across a mixed-firmware fleet
• Automated retries and reroutes when a printer fails
• Centralized telemetry for progress, temperatures, and health

Let agents move from prompt to physical part by discovering models, slicing for the target printer, and launching monitored jobs with safety guardrails.

• Reusable command pipelines for repeated prototype cycles
• 797 MCP capabilities and 220 CLI commands for full workflow control
• REST API, CLI, and MCP interfaces for custom agent integrations

When local printers are overloaded or you need professional-grade materials, Kiln searches third-party fulfillment providers and routes orders — without changing your workflow.

• Compare local cost versus third-party fulfillment quotes in one flow
• Route orders to external providers from the same Kiln interface
• Kiln orchestrates the workflow; the provider remains merchant of record

Run shared fabrication environments with safer default controls, role-aware operation, and repeatable setup for student or research teams.

• Constrain dangerous operations with tool tiers and safety limits
• Standardize setup across semester resets and staff changes
• Document print histories and job outcomes for reproducibility

Search third-party model marketplaces, generate original designs, validate printability, and go from idea to finished product with integrated tooling.

• Search MyMiniFactory, Cults3D, and Thingiverse (deprecated) from one interface
• Generate, validate, and orient designs before wasting material
• Automate repetitive print-and-ship workflows

You designed a coaster. You want to try three emboss depths, a thinner base, and a textured rim — but you don’t want to lose the original. Kiln branches your design the same way git branches your code. Print each variant, record what happened, merge the winner back to main, sign a release, and print with confidence.

• Branch in parallel — experimental changes never touch your proven version
• Three-way mesh merge at the geometry level (Z-levels, pockets, bounding box) — conflicts mean something real
• Sign a release with an Ed25519 signature; anyone can verify later that the mesh hasn’t changed
• Cross-branch A/B correlates print outcomes with design changes across branches
• Cherry-pick a single modification across branches, conflict-aware