Digital Twin Fermentor Technology

FermentWin

Predict. Optimise. Win every batch.

A machine learning digital twin of your fermentor. FermentWin predicts fermentation outcomes in real time — helping biotech and pharmaceutical manufacturers eliminate failed batches, reduce waste, and optimise yield before problems occur.

4
Prototype Versions
100K
Litre Scale
100
Training Batches
1
Patent Filed

Live Fermentor — Penicillium chrysogenum

pH DO Temp Feed Air Motor
25.0
°C
Temperature
6.50
units
pH
45.2
%
Dissolved O₂
150
RPM
Agitation
Batch Running — Normal Operating Conditions
How It Works

From parameters to predictions

FermentWin creates a machine learning mirror of your fermentor — trained on industrial batch data to predict outcomes and flag problems before they become failures.

1
Register & Access
Create your free trial account. Access the FermentWin demo powered by real industrial Penicillium chrysogenum fermentation data.
2
Load Batch Data
Select Golden Batch 29 or Test Batch 94. Download both datasets as CSV for offline analysis in Excel, Python, R, or MATLAB.
3
Explore the Demo
The FermentWin Demo visualises Golden Batch 29 and Test Batch 94 data — showing how the full ML model identifies normal operation vs process deviation.
4
Request Full Demo
Interested in the full ML-powered FermentWin for your facility? Contact us. Dr. Thiyagarajan Sivaprakasam responds personally to every enquiry.
FermentWin Demo

Try the FermentWin Demo

Register below to access the FermentWin Demo — visualising real IndPenSim industrial penicillin fermentation data. This is a demonstration of how FermentWin works. The full ML-powered product runs on a dedicated server and is available on request.

Access the Demo

Please complete the form to unlock the FermentWin Demo. We will follow up personally within 24 hours to discuss the full ML-powered product.

Thank you! Demo access unlocked below. We will contact you within 24 hours to discuss the full ML-powered FermentWin product.

FermentWin Demo

Complete the registration form to unlock the FermentWin Demo — visualising real IndPenSim penicillin fermentation batch data.

Batch 29 — Golden Batch data
Batch 94 — Test Batch data
Downloadable CSV datasets
Penicillin yield prediction chart
Batch health status analysis
25.0°C
Avg Temp
6.50
Avg pH
46%
Avg DO
High
Yield
Golden Batch — Normal OperationAll parameters within optimal range. High penicillin yield predicted. Ideal conditions for Penicillium chrysogenum.

⚠ Demo Notice: This is a demonstration only using open IndPenSim data (Goldrick et al., 2019) for Penicillium chrysogenum in a 100,000L bioreactor. The charts visualise pre-loaded batch data to illustrate how FermentWin works. The full ML-powered FermentWin product — which takes your real fermentation parameters and generates live predictions — is available on request. Contact us to arrange a live demo or discuss a custom model for your process.

Features

Built by biologists, for biologists

FermentWin is designed for fermentation scientists — not software developers. The full ML-powered product requires no coding and no IT team. The demo below illustrates its core capabilities.

🔮
Real-Time Prediction
Predict penicillin concentration, biomass growth, and yield trajectories continuously throughout the batch.
🚨
Early Fault Detection
Detect temperature excursions, pH drift, and dissolved oxygen drops hours before they cause batch failure.
📊
Batch Comparison
Compare any batch against your golden reference batch — identify exactly where performance diverged.
💊
Penicillin Optimised
This trial is validated for Penicillium chrysogenum using IndPenSim industrial-scale data from 100,000L bioreactors.
📥
Offline Analysis
Download batch datasets as CSV for offline analysis in Excel, Python, R, or MATLAB.
🔧
Custom Models
Need FermentWin for your organism, product, or scale? We build custom digital twin models based on your process data.
Your Feedback

Help us build the future of fermentation

FermentWin is actively being developed. Your experience directly shapes the next version. We respond personally to every submission.

  • Was the prediction accurate for your expectations?
  • Which parameters matter most for your process?
  • Would you use FermentWin in your facility?
  • What organism or product do you work with?
  • What would make FermentWin indispensable for you?

Share Your Experience

Tried the FermentWin demo? Tell us what you think.

✓ Thank you! Dr. Thiyagarajan Sivaprakasam will respond personally within 24 hours.

About Us

Janussphere Technologies

FermentWin is a product of Janussphere Technologies — a Chennai-based company founded to bridge machine learning and the life sciences.

We believe every fermentation scientist deserves access to intelligent, data-driven guidance — regardless of their IT background or budget.

Get in Touch
TS
Dr. Thiyagarajan Sivaprakasam
Ph.D. · CEO, Janussphere Technologies · 34 Years Biotech & Aquaculture R&D
🔗 View LinkedIn Profile
JT
Jawahar Sri Prakash T.
M.Sc. Neuroscience (Exeter, UK) · Project Associate, SGBC, IIT Madras · Co-inventor Patent No. 202541111605
🔗 View LinkedIn Profile

Let's talk about your fermentation challenges

Custom FermentWin models · Consulting · Research collaboration · Partnerships

📱
Phone / WhatsApp
+91 9444024772
📍
Location
Chennai, Tamil Nadu, India