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.