AI-first engineering company

Complex problems.
Intelligent solutions.

Perceptron turns your data into working AI. We design machine learning models, generative AI systems and data platforms that make better decisions than spreadsheets ever could, and we are now bringing that intelligence to Android apps.

  • Machine Learning
  • Generative AI
  • Data Engineering
  • Cloud & IT
  • Android Apps

01 / What we do

AI where it moves the needle.
Solid IT everywhere else.

We start from the business problem, not the algorithm. Then we pick the simplest model that solves it, and build the software around it so it works on Monday morning.

Machine Learning & Predictive Models

Forecast demand, score risk, detect anomalies, predict churn. Custom models trained on your data, validated honestly and explained in plain language.

  • Classification & regression
  • Time-series forecasting
  • Anomaly & fraud detection
  • Model explainability

Generative AI & LLM Apps

Assistants that know your documents, agents that automate repetitive work, and search that understands what people mean.

  • Retrieval-augmented chat (RAG)
  • Workflow automation agents
  • Document understanding

Data Engineering & Analytics

Clean pipelines, reliable warehouses and dashboards people actually use. The foundation every AI project needs.

  • ETL / ELT pipelines
  • Data warehouses
  • BI dashboards

Cloud & IT Solutions

Custom software, APIs, cloud migration and deployment. We take models out of notebooks and into production.

  • Web apps & APIs
  • Cloud architecture
  • MLOps & monitoring
Coming soon

Intelligent Android Apps

Native Android apps with AI built in, from on-device vision to smart assistants. See what's next →

02 / How we work

From messy problem
to model in production.

Every engagement follows the same loop a learning algorithm does: take an input, measure the error, adjust, repeat. Small steps, visible progress, no black boxes.

  1. 01

    Discover

    We map the decision you want to improve, the data you have, and what success looks like in numbers.

  2. 02

    Prototype

    A working proof of concept on your real data, fast, so you can see the value before committing.

  3. 03

    Engineer

    Production-grade pipelines, APIs and apps, with testing, security and documentation built in.

  4. 04

    Deploy & learn

    We ship, monitor performance and retrain as your business changes. Models should get better over time.

03 / Why "Perceptron"

The idea that started it all.

The perceptron, invented in 1958, was one of the first machines that could learn from examples. Show it data, let it make mistakes, and it adjusts itself until it gets the answer right.

Every modern neural network, including today's large language models, descends from that idea. We named the company after it because it is how we work: learn fast from real data, correct course, deliver.

Try it. Click the board to add points (choose a colour first), then press Train and watch the perceptron find the boundary.

epoch 0 accuracy –

y = sign(w₁x₁ + w₂x₂ + b)

04 / What's next

Intelligence in your pocket.

We are bringing our machine learning experience to Android. Apps that see, read, listen and predict, with models that run on the device for speed and privacy, or in the cloud when you need more power.

  • On-device vision Scan documents, recognise products, read meters, inspect quality.
  • Smart assistants Natural-language help grounded in your own business data.
  • Predictive features Recommendations, reminders and forecasts that adapt to each user.
  • Offline-first Works in the field, syncs when connected.
Have an app idea? Let's talk →

05 / Tech stack

Modern tools, chosen for the job.

We are not tied to one vendor. We use proven open-source and cloud tools, and pick what fits your team and budget.

Machine Learning

  • Python
  • PyTorch
  • TensorFlow
  • scikit-learn
  • XGBoost
  • Hugging Face

Generative AI

  • LLM APIs
  • LangChain
  • Vector databases
  • RAG pipelines
  • AI agents

Data

  • SQL
  • Pandas
  • Apache Spark
  • PostgreSQL
  • Power BI
  • Jupyter

Cloud & DevOps

  • AWS
  • Google Cloud
  • Azure
  • Docker
  • Kubernetes
  • MLflow

Apps & Web

  • Kotlin
  • Jetpack Compose
  • TensorFlow Lite
  • ML Kit
  • Firebase
  • FastAPI
  • React

06 / Why Perceptron

Built different, on purpose.

AI-first

Machine learning is our core skill, not an add-on to a web shop.

Honest

We tell you when a simple rule beats a model, and we measure results on data the model has never seen.

End-to-end

One team from data to deployed app. No hand-offs between agencies.

Yours

You own the code, the models and the data. Clear documentation, no lock-in.

07 / Contact

Got a hard problem?
Good. Let's solve it.

Tell us what you are trying to achieve. We will reply within one business day with honest thoughts on whether AI can help, and how.

hello@perceptronit.com