Custom AI Training for Your Cell Lines

Train your zenCELL owl with neural networks optimized for your specific cells. Achieve up to 98% accuracy in automated cell counting with proven results in just one week.

98%

Accuracy Guaranteed

1,000
Training Images
7
Days to Deploy
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How It Works

Implementation Process

From consultation to deployment in 5-10 working days. Our proven process ensures optimal results for your specific cell lines.

1

Consultation & Planning

Day 1
  • Analyze your specific cell types and requirements
  • Verify zenCELL owl system compatibility
  • Define image capture protocols
  • Establish success criteria

2

Image Acquisition

3-7 Days
  • Automated capture via zenCELL owl
  • 24/7 image collection in incubator
  • Progressive accuracy milestones
  • Real-time quality monitoring

3

AI Model Training

1-2 Days
  • Neural network training on your data
  • Transfer learning optimization
  • Validation and accuracy testing
  • Performance optimization

4

Deployment & Training

1 Day
  • Model integration to your system
  • Live testing and verification
  • Staff training workshop
  • Complete documentation handover

Training Data vs. Accuracy

More training images directly correlate with higher accuracy. Start with 100 images for rapid validation or invest in 1,000 images for maximum precision.

Why Custom Training Outperforms Manual Counting

⚡ Lightning Fast
Analyze 1,000+ cells in seconds compared to hours of manual work
🎯 Zero Human Error
Eliminate variability, fatigue, and double counting completely
📊 Perfect Reproducibility
Identical results across experiments, operators, and time points
🔬 24-Channel Parallel Analysis
Scale your experiments with simultaneous multi-well processing

Proven Results Across Cell Lines

Real-world applications demonstrating the power of custom-trained AI models for diverse research needs.

L929 Fibroblasts

98%
Application: Scratch assay for cell migration studies
Continuous monitoring of cell migration in wound healing assays. Automated analysis enabled high-throughput screening of 24 conditions simultaneously.

⏱ Saved 15+ hours per week | 🔄 1,000 images in 7 days

MKN-45 Cancer Cells

96%
Application: Drug compound cytotoxicity screening
72-hour time-lapse analysis of gastric cancer cells under various drug treatments. Parallel analysis across 24 wells enabled efficient dose-response studies.
📈 High-throughput screening | ⚡ Real-time data analysis

Human iPSCs

97%
Application: Stem cell differentiation tracking
Quantification of colony growth and morphology changes during directed differentiation. Reproducible measurements across 6 replicates with statistical confidence.
✓ Publication-quality data | 🎯 Consistent quantification

Technical Architecture

State-of-the-art deep learning technology tailored for microscopy image analysis.

🧠 Neural Network

  • Convolutional Neural Network (CNN) architecture
  • Transfer learning from pre-trained models
  • Specialized for cell morphology recognition
  • Real-time inference during acquisition
  • GPU-accelerated training pipeline

📸 Image Processing

  • Native zenCELL owl camera resolution
  • Automated image preprocessing pipeline
  • Normalization and augmentation
  • Quality control with outlier detection
  • Consistent LED illumination handling

📊 Training Methodology

  • 80/20 train-validation split
  • Adam optimizer for efficient learning
  • Mean Absolute Error loss function
  • Early stopping to prevent overfitting
  • Cross-validation on holdout dataset

🛡️ Quality Assurance

  • Manual verification of predictions
  • Confidence scores for each count
  • Statistical validation metrics
  • Free refinement if below 95% accuracy
  • Complete model documentation

Choose Your Training Package

Select the right balance of accuracy, timeline, and budget for your research needs.

Rapid Start

80%

100 training images

3-5 working days
  • Quick validation of concept
  • Basic model training
  • Email support included
  • Standard documentation
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RECOMMENDED

Professional

90%
500 training images
5-7 working days
  • Production-ready accuracy
  • Full training pipeline
  • Priority support included
  • Complete documentation
  • 3-month technical support
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Precision

98%
1,000 training images
7-10 working days
  • Maximum precision guarantee
  • Extended training & validation
  • Dedicated support specialist
  • On-site training option
  • 6-month support & updates
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