Computer vision for aquaculture

Weigh your fish without touching them.

TilapAI reads Average Body Weight (ABW) straight from underwater video through our stereoscopic cameras and proprietary computer vision algorithms.

Underwater farm footage with three golden tilapia segmented and measured by the Niloscale model
Real data from a Lake Victoria cage: our algorithms pick the ideal tilapia to measure for an accurate ABW

The status quo

Counting fish by hand is slow, unreliable, and stressful for the fish.

To track growth, farmers need to net thousands of fish out of the water with an average cadence of every two weeks, weigh them, and throw them back after counting. This allows the ABW to be calculated. It stresses the fish, drives up mortality and the chance for disease, and only samples a small fraction of the cage.

Wireframe mesh reconstruction of a tilapia
Mapping every tilapia into data points.

Weight distribution

Illustrative cage: each bar counts fish in a 5 g band.

Introducing Niloscale

A camera, the EU cloud, and a model that measures every fish worth measuring.

A stereo camera records the cage underwater for two hours. Computer vision picks out every fish it can measure, the camera's depth gives its true length, and a length-weight relationship turns that into a weight.

No nets, no stress

Fish are never handled, so the measurement itself no longer drives mortality.

Every fish, not one average

A bulk weigh-in divides one total weight by one count. Niloscale weighs each measured fish, so you see how sizes spread across the cage.

Sharper feed decisions

Accurate ABW tightens the feed conversion ratio.

Your data stays in the EU

Your footage, its processing and your dashboard all run on European providers, by choice.

How it works

From the lake to the dashboard

A resilient, EU technology stack designed for remote farms. Everything in the field is kept simple and robust, so it keeps running in places where the nearest technician can be days away.

Step 1

Capture

A portable stereoscopic camera unit records each cage over a two-hour window before moving on.

Step 2

Relay

Collected footage is uploaded to EU storage over an encrypted connection.

Step 3

Process

Proprietary algorithms run across all the collected footage in the EU cloud, measuring every suitable fish and calculating ABW for the cage.

Step 4

Deliver

A clean dashboard puts current and historical ABW and weight distributions in the farmer's hands, easy to look back on and use to fine-tune feeding.

Where we're at

From lab bench to a live cage in the field.

Niloscale is moving out of the workshop and into the water. The camera rig is built, the detection model is trained and the dashboard is live. Next, the first rig goes into a commercial cage.

  1. H1 2025

    Secured Partners for Water funding to build Niloscale.

  2. H2 2025

    Field prototype built and the first detection model trained.

  3. H1 2026

    First footage from a commercial farm on Lake Victoria.

  4. H2 2026

    New stereo camera, length-based weighing and a live farmer dashboard.

  5. Next

    Extended field trials across farms in Uganda, Kenya and Zambia.

Founders

The people behind TilapAI.

Floris van Rijn and Sam Brown on the walkway of a tilapia cage, Lake Victoria behind them
Lake Victoria, March 2026.

Floris van Rijn

Founder

Floris is the computer science half of TilapAI. He has spent nearly a decade as a software engineer at big tech companies, specialising in cryptography.

He holds a BSc and MSc in finance and an MSc in Computer Science from the University of Bath, with a thesis on detecting disease in tilapia using computer vision.

Sam Brown

Co-founder

Sam is the hands-on half of TilapAI. Handy with tools, he has worked on Niloscale's hardware since day one, turning prototypes into kit that holds up on a working fish farm.

Proudly supported by

Partners for Water

Niloscale is funded through Partners for Water, a Dutch government programme enhancing water security internationally, run by the Netherlands Enterprise Agency (RVO).

About the programme
Partners for Water

Get in touch

Farming tilapia, or just curious?
Let's talk.

We'd love to hear from you.

Amsterdam, The Netherlands