FermentDT
Introducing FermentDT

A live digital twin of every tank, one step ahead of every batch, on the systems you already run

FermentDT is an AI supervisory control system (a digital twin) that plugs into the PLC/SCADA you already run, giving your team a layer of foresight and real-time insight into every fermentation.

The problem

The data is there. The foresight is not.

Today, keeping a batch on track takes people: pulling samples, reading trends and adjusting tanks one at a time. Every decision waits on the last lab result, so teams are always reacting to where the batch was, not where it’s heading.

By the time a problem shows up in a sample, it’s often too late to save the batch. A stuck or spoiled ferment means lost product and wasted feedstock, energy and labour, plus a tank tied up for days and deliveries missed.

  • Stuck, sluggish or contaminated ferments
    are found after the damage is done.
  • Nobody can sample every tank every hour
    so the values that matter most are measured least.
  • Consistency depends on who’s on shift
    and on 2 a.m. cellar checks.
  • Knowledge lives in one expert’s head
    so it is hard to scale and replicate.

From hindsight to foresight

  • Problems not found until samples are processedDrift caught early, before it becomes a loss
  • Lab values sampled by handSoft sensors infer them continuously
  • Holding a static setpointSteering to a target curve
  • An alarm after the factA recommended correction, confirmed by the operator
See it run

The whole loop, in under a minute.

Soft sensors inferring what the instruments cannot measure, drift flagged early, and the controller steering the batch back onto the target curve.

57 secondsCaptioned
Demo footage is a simulated digital twin on synthetic data, not a live plant.

How it works

Four moves, around the clock

FermentDT runs a continuous supervisory loop over every tank. It reads, predicts, decides and steers — then reads again, a few seconds later, for as long as the batch is alive.

01
Sense — neural soft sensors
Neural soft sensors infer sugar, ethanol, and biomass from instruments already on the tank.
02
Predict — the digital twin
A live model runs each batch forward and flags where it is heading off-curve.
03
Decide — model-predictive control
Model-predictive control (MPC) solves for the feed, heat, and air moves.
04
Steer — setpoints to PLC/SCADA
Recommended setpoints go to the operator, who remains fully in control.

Every batch will make your model smarter.

YOURFERMENTATION01SENSEsoft sensors02PREDICTdigital twin03DECIDEMPC04STEERto PLC

What it means for you

Better batches, fewer surprises

Your best batch, every batch

Every run is steered to the same ideal curve, so your best batch becomes your standard.

Protect yield

Catch contamination and temperature excursions before they spread.

Fewer 2 a.m. checks

Less downtime and manual sampling, fewer overnight surprises.

Your team stays in control

FermentDT predicts and recommends; it never moves your plant without confirmation.

Your systems stay in place

Vendor-neutral software on your existing PLC/SCADA. No new hardware, no capex wall.

Your expertise compounds

Every batch will make your model smarter. Your IP, captured and improved batch after batch.

Where it sits

Adds intelligence. Replaces nothing.

FermentDT adds four capabilities to the PLC/SCADA already running your fermentation: soft sensors, a digital twin, model-predictive control and machine learning.

Keep everything you run today. FermentDT adds the intelligence on top.

↑ SIGNALS
tank data, read live
↓ SETPOINTS
recommendations back
FermentDT
soft sensors · digital twin · model-predictive control · machine learning
NEW
Your PLC / SCADA control
OPC-UA · edge data capture
unchanged
Tanks · sensors · actuators
the plant floor
unchanged

A fundamental shift

From fixed setpoints to continuous steering

Today, most fermentations hold a fixed setpoint and are checked periodically. FermentDT tracks every batch against its ideal curve continuously, around the clock, making small corrections early so each run lands on the same end-point.

The old waydrifts off-spec
setpoint

One number to hold. The batch wanders around it and nobody knows the end-point is wrong until it's too late to act.

With FermentDTholds the curve
target curve

● A small early correction keeps the batch tracking the ideal path — and lands it on the same end-point, every run.

No new probes

Measure what you can't put a sensor on

Neural soft sensors turn the cheap signals you already log into the lab values you'd otherwise sample by hand — continuously, with nothing new in the tank.

Signals you already have
Temperature22.4 °C
pH3.62
Dissolved O₂18%
Pressure · agitationok
running
Neural soft sensor
+ digital twin
Learns your process from your data — accurate in the small-data regimes real plants run in.
Values you couldn't measure
Biomass4.1 g/L
Sugar / °Bx8.1 °Bx
Ethanol6.9 %v/v
Product titertracking

01—06 · What’s in the solution

The intelligence layer

Six capabilities, one engine — the full loop, packaged.

01
Neural-network soft sensors
Infer fermentation kinetics you can’t measure cost-effectively or continuously.
02
Hybrid digital twin
A live model of each vessel that fuses fermentation mechanism with machine learning.
03
Model-predictive control
Drives the temperature and timing trajectory toward a target curve.
04
Real-time anomaly detection
Flags stuck, sluggish or contaminated ferments early.
05
Works above your PLC/SCADA
An optimization layer, not another monitoring screen.
06
Edge / OPC-UA integration
Connects at the plant floor through standard industrial interfaces.

See it run

Every level, colour and bubble is a number the model computed

Scrub a whole-vat ferment. Operators we work with see it against their own tanks.

The lab →
sugar220 g/Lethanol0.0 %v/vbiomass0.3 g/Lliquid20.0 °C
day
0.0
CO₂ rate
still
cap
5 % depth

Your best batch starts with a conversation.

Pilots, partnerships and investment inquiries welcome. hello@atomic47.co

Talk to us