Deterministic ML · Revision Controlled · Local First

Machine learning built for mission-critical industries

ML Orca delivers object detection and image classification with fixed process control, full audit trails, and integrated MLOps — so regulated teams can deploy AI with confidence.

Start a Pilot Explore Capabilities
  • Aerospace
  • Defense
  • Medical Devices
  • Automotive
Pipeline Run #2026-0847 v3.2.1
Image Ingest SHA-256 verified
Object Detection YOLOv8 · deterministic seed
Classification ResNet-50 · 99.2% conf
Audit Export Revision locked
Runtime: local GPU Latency: 42ms
100% Reproducible runs
0 Cloud dependency required
<50ms Local inference latency
21CFR Part 11 ready audit logs

Core Capabilities

Vision tasks, production-ready from day one

Start with object detection, image classification, and orchestration — the foundation for inspection, quality control, and safety-critical vision systems.

Object Detection

Localize and label objects with bounding boxes. Pre-configured pipelines for defect detection, component identification, and spatial analysis.

  • Multi-class detection
  • Confidence thresholds with audit logging
  • Export to COCO, Pascal VOC, or custom schemas

Image Classification

Assign categories to entire images with deterministic inference. Ideal for pass/fail inspection, material grading, and anomaly screening.

  • Single and multi-label classification
  • Calibrated probability outputs
  • Batch processing with progress tracking

Combined Workflows

Chain detection and classification in fixed-order pipelines. Every step is versioned, validated, and locked before deployment.

  • Detect-then-classify pipelines
  • Region-of-interest extraction
  • End-to-end traceability

Orchestration

Coordinate multi-step ML pipelines with fixed execution order and deterministic scheduling. Run complex vision workflows locally without manual scripting.

  • Visual pipeline orchestration
  • Dependency-aware task scheduling
  • Revision-locked execution plans

Regulated by Design

Deterministic. Revision controlled. Audit ready.

Aerospace and other regulated industries require more than accurate models — they need proof that every inference followed an approved, unchanged process. ML Orca enforces fixed process control from development through production.

  • Deterministic execution Fixed seeds, pinned dependencies, and immutable runtime environments guarantee identical outputs for identical inputs.
  • Full revision control Models, datasets, configs, and pipelines are versioned together — every deployment is traceable to a signed revision.
  • Process validation IQ/OQ/PQ workflows built in. Change control gates prevent unauthorized modifications to approved pipelines.
  • Electronic records Tamper-evident audit logs with user attribution, timestamps, and before/after diffs for every action.
rev/3.2.1 Production Approved
rev/3.2.0 Validation Signed off
rev/3.1.4 Development Archived
rev/3.1.0 Baseline Archived

Integrated MLOps

From experiment to validated deployment — one platform

No bolt-on tools. ML Orca integrates the full lifecycle so your team stays in control without stitching together fragile pipelines.

1

Data & Labeling

Versioned datasets with lineage tracking. Import, annotate, and validate labels with role-based access control.

2

Training & Evaluation

Reproducible training runs with hyperparameter snapshots. Automated evaluation reports tied to each revision.

3

Validation & Approval

Structured review workflows with electronic signatures. No model reaches production without explicit approval.

4

Deploy & Monitor

Deploy to local edge devices or on-prem servers. Continuous monitoring with drift detection and automated alerts.

Low Code / No Code

Execute ML tasks locally — without writing a line of code

Visual pipeline builders and pre-built templates let engineers and quality teams configure, test, and run ML workflows on their own hardware.

Pipeline Builder
Image Source
↓
Preprocess
↓
Detect Objects
↓
Classify Regions
↓
Export Results

Drag-and-drop pipelines

Compose detection and classification workflows visually. Connect nodes, set parameters, and run — all from the browser.

Template library

Start from industry templates: weld inspection, PCB defect detection, surface anomaly classification, and more.

Local execution engine

Run on CPU or GPU without cloud uploads. Your data never leaves your facility — ideal for ITAR and data sovereignty requirements.

One-click batch jobs

Queue thousands of images for overnight processing. Progress dashboards and completion reports included.

Ready to bring deterministic ML to your facility?

Schedule a demo to see object detection and classification running locally with full revision control and MLOps integration.

We respect your data. No cloud uploads required for evaluation.