Orya One

Data and ML

We architect machine learning systems, end to end.

From the first data pipeline to a neural network running in production, we design the architecture, build every stage and keep the model accurate over time.

What we build

Machine learning pipelines

Automated flows that gather and prepare your data, then train and retrain models without manual work.

Neural networks

Deep learning for reading documents and images, understanding Greek and English text, and forecasting over time.

Forecasting and pricing

Demand forecasting and dynamic pricing for hospitality, built to connect to Booking.com through a channel manager.

ML in production

Versioned models, monitoring, alerts and documentation, so your system stays reliable after launch.

From your data to a prediction

  1. 1

    Data sources

    Sales, bookings, invoices, sensors and spreadsheets you already have.

  2. 2

    Data pipeline

    Automated collection, cleaning and validation, on a schedule.

  3. 3

    Feature engineering

    Turning raw records into the signals a model can learn from.

  4. 4

    Model training

    Classic machine learning or neural networks, chosen for the problem.

  5. 5

    Evaluation

    Tested on real cases before it touches a business decision.

  6. 6

    Deployment and monitoring

    Served through secure APIs, with accuracy tracked live.

New data from monitoring flows back into training, so the model keeps improving.

Projects in this line

All projects

Our own systems

Our own systems, ready to adapt to your business. The color shows the service line.

A photographed supplier invoice next to the supplier, date, items, VAT and total read from it.

In design

Invoice reader

Photograph a supplier invoice and the system reads the date, items and amounts for you.

Two-week calendar of suggested nightly room rates, shaded by forecast demand, with a peak on the 28 October holiday.

In design

Dynamic pricing engine

Forecasts demand and suggests the right price for each day, built to connect to Booking.com through a channel manager.

Histogram of first-year profit across a million simulated scenarios, with a 92% chance of profit.

Working prototype

Simulation engine

Runs a million scenarios to forecast outcomes and test decisions before you make them.

Data and ML

Our core expertise. We turn the data you already have into forecasts, automation and better decisions.

Insight

See clearly what is happening in your business.

From €1,500

  • Data audit and cleanup
  • A dashboard of the numbers that matter
  • Written findings and next steps

Automation

Put one machine learning model to work in your daily operations.

From €4,000

  • Invoice and document reading
  • Demand and sales forecasting
  • Built into the tools you already use
  • Accuracy tracked over time

ML system

Production machine learning, from data to decision.

From €12,000

  • Custom models and neural networks, such as dynamic pricing
  • Data pipelines and regular retraining
  • Monitoring and full documentation

How we work

  1. 1

    Free call

    30 minutes to understand your business and what you need.

  2. 2

    Fixed quote

    A written scope and price before any work begins.

  3. 3

    Build and review

    You see progress every week and give feedback as we go.

  4. 4

    Launch and support

    We go live together and stay on hand afterwards.

Common questions

▶How long does a project take?

Essential websites go live in 1–2 weeks, and larger sites in 3–6 weeks. For software and ML work, the timeline comes with your fixed quote, once we know the scope.

▶Do I own the code and data?

Yes. When the project is paid in full, the code, content and data are yours.

▶Do you work with businesses outside Greece?

Yes. We work remotely in English with businesses anywhere in Europe.

▶Can you build projects funded through ΕΣΠΑ?

Yes. We build to the programme's technical requirements and work alongside your funding consultant.

▶What happens after launch?

Websites can stay on a monthly care plan, and software and ML systems on a support plan. You can also take everything in-house at any time.

Not sure which tier fits? Tell us what you need.

Book a free 30-minute call. You leave with a clear recommendation, whether or not you work with us.