Manufacturing

Visual inspection at human-level precision

Quality AI that matches your best inspectors. Built on high-quality labels, rigorous evaluation, and secure on-premise deployment.

Manufacturing inspection
Detection Accuracy
99.5%
vs Human Inspector
+12%
Deployment
On-Premise
99.5%
Defect detection rate
<0.1%
False positive rate
80%
Inspection cost reduction
100%
On-premise capable
Quality First

Precision starts with perfect labels

In manufacturing, a false positive stops the line. A missed defect ships to customers. That's why we obsess over annotation quality — multi-reviewer consensus, expert validation, and golden test sets that catch edge cases before they reach production.

Multi-reviewer workflows

Every label is validated by multiple experts. Consensus ensures accuracy.

Golden test datasets

Benchmark every model version against curated edge cases before deployment.

Per-defect metrics

Track precision and recall for each defect type. No blind spots.

Human-level benchmarks

Compare model performance against your best inspectors. Prove ROI.

Label Quality Report

Production Ready
Inter-annotator agreement96.8%
Expert validation rate100%
Edge cases covered847 samples
12,450
Total images
8
Defect classes
3
Reviewers
Evaluation

Test before you trust

Every model is evaluated against curated test scenarios before deployment. Track per-defect metrics, compare to human baselines, and catch regressions early.

Golden Test Sets

Curated edge cases

Build test datasets with your hardest cases — lighting variations, rare defects, borderline calls. Every model version runs against them before promotion.

Lighting edge cases
Rare defect coverage
Borderline samples
Historical failures

Per-Class Metrics

No blind spots

Overall accuracy hides weak spots. Track precision, recall, and F1 for each defect type. Know exactly where your model excels and where it struggles.

Scratch99.2%
Dent98.7%
Discoloration94.1%
Contamination97.8%

Human Baseline

Prove the ROI

Have your inspectors label the same test set. Compare model performance to human accuracy. Quantify the improvement you're getting.

87.3%
Human avg
99.5%
Model
+12.2% improvement
Applications

Built for the production floor

From surface inspection to assembly verification, Picsellia powers quality control across manufacturing.

Surface Defect Detection
99.5%
Detection accuracy

Surface Defect Detection

Detect scratches, dents, discoloration, and surface anomalies with sub-millimeter precision. Trained on your exact defect taxonomy.

Assembly Verification
0.1%
Escape rate

Assembly Verification

Verify component presence, orientation, and positioning. Catch assembly errors before they reach the next station.

Packaging Inspection
100%
Traceability

Packaging Inspection

Validate labels, seals, barcodes, and packaging integrity. Ensure every product ships correctly.

Safety Compliance
24/7
Monitoring

Safety Compliance

Monitor PPE usage, restricted zones, and safety protocols. Protect workers with automated visual checks.

Operations

Monitor in production. Deploy on-premise.

Asynchronous monitoring catches drift without blocking the line. On-premise deployment keeps your data where it belongs.

Monitoring

Asynchronous Monitoring

Non-blocking production insights

Your inspection line runs at full speed. Meanwhile, Picsellia samples predictions, tracks confidence trends, and flags anomalies — without adding latency to your process.

Configurable
Sampling rate
Hourly
Trend analysis
Real-time
Drift alerts
Daily
Reports
Batch review suspicious predictions at end of shift

On-Premise Deployment

Your data stays in your factory

Manufacturing data is sensitive — product designs, defect patterns, production volumes. Deploy Picsellia entirely on your infrastructure. Air-gapped environments supported.

Full platform on your servers
No cloud dependency required
Air-gapped network support
RBAC and audit logging
Your security policies enforced
ISO 27001:2022 certified.

Deployment Architecture

Edge Inference

Models run on industrial PCs at each inspection station. Sub-100ms latency.

On-Prem Server

Picsellia platform runs on your data center. Training, labeling, versioning — all local.

Air-Gap Ready

Zero internet required. Sync updates via secure media when needed.

QUALITY_FIRST

Ready to outperform human inspection?

See how Picsellia delivers 99.5% defect detection with on-premise deployment.

99.5%
Detection rate
<0.1%
False positives
On-Prem
Deployment
ISO 27001
Certified