# 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.

## 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 agreement 96.8%  
Expert validation rate 100%  
Edge cases covered 847 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.

### 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.

- **Scratch:** 99.2%  
- **Dent:** 98.7%  
- **Discoloration:** 94.1%  
- **Contamination:** 97.8%

### 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.

- **Human avg:** 87.3%  
- **Model:** 99.5%  
- **Improvement:** +12.2%

## Applications

### Built for the production floor

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

### Surface Defect Detection

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

### Assembly Verification

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

### Packaging Inspection

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

### 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.

### 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.

- **Sampling rate:** Hourly  
- **Trend analysis:** Real-time  
- **Drift alerts:** Daily

### 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.

## Ready to outperform human inspection?

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