End-to-End AI & Web Engineering

Your data.
Transformed.
Your product.
Delivered.

We take your raw, unstructured data all the way to a live, intelligent web application — cleaning it, modelling it with custom AI, and building a beautiful interface so your team can interact with it every day. One partner. One pipeline. Zero gaps.

See How It Works
Scroll to explore
01
Why Ypatec

Data science and web engineering.
Rarely under one roof.

Most data teams can build a model but not the interface around it. Most web agencies can build the interface but not the model inside it. The result is two separate engagements, two separate budgets, and a gap in between where things go wrong.

Ypatec covers the full stack — data, model, and application — under one contract and one point of accountability.

⬡

One Engagement

No handoffs, no coordination overhead between teams. Data, model, and application handled by the same person — start to finish.

◈

From Notebook to Production

Models built here do not stay in a Jupyter notebook. They get deployed, documented, and integrated into something your team can actually use.

◇

No Idle Time

A single pipeline means no waiting between stages. Work moves continuously from data to model to application without the gaps that come from coordinating separate teams.

○

You Own What Gets Built

Every decision is documented and explained. When the engagement ends, your team understands the system well enough to maintain and grow it independently.

02
The End-to-End Pipeline

From the chaos of raw data to a working intelligence.

Your data arrives in whatever form it exists today — spreadsheets, databases, exports, logs. We turn it into a live, intelligent application your whole team can use. Here is the journey, step by step.

01
Stage One

Data Pretreatment & Engineering

Garbage in, garbage out. Before any model is trained, your data must be honest, consistent, and structurally sound. We audit, clean, enrich, and engineer your dataset into a form that a model can learn from faithfully.

  • Missing value imputation
  • Outlier detection & treatment
  • Feature engineering & selection
  • Normalisation & encoding
  • Automated ETL pipelines
02
Stage Two

Custom AI & ML Model Development

We do not apply generic, off-the-shelf algorithms and call it a day. We design, train, validate, and rigorously evaluate a model architecture matched specifically to the predictive challenge your business faces.

  • Supervised & unsupervised learning
  • Deep learning & neural networks
  • Hyperparameter optimisation
  • Cross-validation & benchmarking
  • Model explainability & bias audit
03
Stage Three

Full-Stack Web Application

A model that lives only on a server helps no one. We wrap it in a custom, beautiful, and intuitive web application so your team can upload data, run predictions, and explore results — without ever touching code.

  • Custom dashboard & data visualisation
  • Secure API architecture
  • User authentication & roles
  • Responsive, accessible UI/UX
  • Cloud deployment & monitoring
The Outcome

A living system that thinks for you.

Your team logs in to a secure, branded web platform. They upload new data, click a button, and receive intelligent predictions — visualised clearly, exportable easily, and grounded in a model built for your exact domain. Not a proof-of-concept. A production system. From day one.

03
Standalone Services
Available à la carte

You need one thing done right.
We do exactly that.

The end-to-end pipeline is our signature offering — but you are not obligated to take all of it. Every stage of our process is available as a fully independent service. Bring your own data scientist and only need the web app? Done. Already have a clean dataset and only need the model? Perfect. Whatever your starting point, we meet you there.

Service I — Data

Data Pretreatment & Feature Engineering

"I have data. It's a mess. I need it analysis-ready."

Raw data is rarely usable as-is. We audit it, clean it, and build the pipeline that keeps it that way — automatically. Done for environmental sensor networks with multi-source, inconsistent inputs. The team stopped touching spreadsheets entirely.

Service II — AI / ML

Predictive Model Design & Development

"I have clean data. I need a model that actually works."

You have a dataset and a prediction objective. We design the architecture, train and validate the model, and deliver it production-ready with full documentation. Our open-field crop disease detection model reached 74.1% mAP — above comparable published results.

Service III — Web

Full-Stack Web Application & Dashboard

"I have a model. I need people to actually use it."

Your model works but only engineers can use it. We build the application around it — authentication, data uploads, dashboards, exports. Built for geoscience clients where the data is complex and a clunky interface is not an option.

Delivered For.
GeoQuintus
Norwegian University of Life Sciences
LIG

Not sure which service you need? That is precisely what the free consultation is for. We will analyse your current situation — your data, your team's capabilities, and your end goal — and give you an honest, unbiased recommendation. Whether that is all three stages or just one, the advice is always in your interest, not ours.

05
Get in Touch

Every great project begins with a conversation.

Whether you have a specific brief or a broad challenge you have not yet framed — reach out. We will listen carefully, ask the right questions, and tell you plainly what is possible, what it would take, and whether we are the right fit.

Have a question?

Drop us an email and we will get back to you within 24 hours.

✉ Send a Message →

Free Consultation

Book a free call — we will map out exactly what your data needs and how to get there.

Free · No commitment · Response within 24 hours

Free Consultation — Ypatec