Member of the NVIDIA Inception Program

Guard the boundary of 3D printing.

PrintGuard identifies firearm-related risk before a file is published, queued, or fabricated—locally, quickly, and with an auditable record.

Local screening Auditable decisions Practical compliance Scroll to explore
Local screening, not central surveillance Geometry over guesswork

A practical middle path

Make 3D printing safer.
Keep innovation open.

We are building a practical screening layer for additive-manufacturing workflows—designed to reduce risk without adding unnecessary friction for lawful use.

Classifier

PrintGuard v1

A geometry classifier that screens 3D-printing files for firearm components before they are published, sliced, or printed. It reads the shape of the mesh rather than the filename, and keeps an auditable record of every decision.

Firearm detection
96.75%
False-positive rate
0.06%
Per-file scoring
<1 sec
Held-out test files
10,000

A software safety layer between every file and the printer.

PrintGuard can run as a cloud service called through an API or directly on printer hardware. Either way, the same classifier screens each file before fabrication and only releases jobs that clear the configured firearm-part policy.

PG / DEPLOYMENT PATH Screening gate · before motion
01 / Intercept

File queued to print

The safety check starts before the job reaches the fabrication controller.

print_job.3mf

02 / Choose deployment

Cloud service

Call through the API

Slicers, marketplaces, and print services send the file to a managed screening endpoint.

POST /v1/classify
or
Local runtime

Run on printer hardware

The classifier executes on the printer or local controller without sending the file to the cloud.

LOCAL / NO UPLOAD
03 / Classify geometry

Check for firearm-part risk

The classifier reads the shape itself—not the filename—and scores the file before any print motion is authorized.

MeshPointsVoxelsViews

04 / Enforce before print

Cleared

Release to printer

The job continues only after it clears the active classification and policy line.

Firearm-part signal

Apply configured action

Hold, block, or route according to jurisdiction-specific rules and workflow.

INPUT / 01

Hardened file intake

Bounded parsers validate STL, OBJ, AMF, 3MF, and OFF files before analysis.

SIGNAL / 02

Geometry, not filenames

Mesh statistics, point clouds, voxel occupancy, and multiview projections capture the durable shape signal.

RECORD / 03

Auditable policy action

Scores, evidence, thresholds, and the resulting pre-print action are retained in a decision record.

A geometry problem cannot be solved by a list of names.

A

Filenames are fragile

Names can be changed in seconds. Keyword filters confuse intent with a label.

B

Hashes only match exact files

A small file edit produces a new hash, even when the underlying geometry is effectively unchanged.

C

Geometry is the durable signal

PrintGuard extracts mesh statistics, sampled points, voxel occupancy, and multiview projections from the file itself.

Safety that works at the speed of a workflow.

A source-separated test set of firearm designs, firearm-specific parts, dual-use parts, near-firearm duplicates, and benign 3D files.

Firearm detection 96.75%

Percentage of firearm files successfully flagged.

False-positive rate 0.06%

Benign files incorrectly flagged. Lower means less friction for lawful use.

Per-file scoring <1 sec

Per file, for average file sizes.

Held-out evaluation 10,000 files

Source-separated test set.

V1 benchmark · July 2026

Evidence before enforcement.

PrintGuard is built around documented datasets, source-separated testing, clear audit records, and human review.

01 / Training foundation113,368

mesh rows in the binary training manifest

02 / Lawful lookalikes99,848

benign mechanical examples selected to challenge the classifier

03 / Restricted evidence13,520

positive mesh examples from authorized channels

Local-first

Screening can happen where files already live, without centralizing every design.

Auditable by design

Hashes, model scores, evidence, and decisions create a reviewable record.

Human where it matters

Ambiguous and high-impact decisions can move into a review workflow.

Built to evolve

Models, benchmarks, and policy rules can be updated as evidence improves.

Evaluate PrintGuard v1

Put it in front of
your file pipeline.

We work with printer makers, slicers, marketplaces, and print services to test PrintGuard on their own files and workflows.

PrintGuard v1 mini · runs in this tab

Access required

PrintGuard v1 mini

Enter the access phrase to run the classifier on your own files.