AI & ML Development Services

We start by reviewing your capabilities and defining goals: which decision or task should improve, what data exists and how success will be measured. Some problems call for a custom model, some for existing AI services, and some do not need machine learning at all. We do this assessment before any modeling, so you do not pay for a model you do not need.

It depends on the task. Image classification and object detection need labeled examples; predictive modeling needs historical records that include the outcome you want to predict. Your data does not have to be perfect upfront, because our process includes pre-processing and storing raw data, exploratory analysis and cleaning it for modeling. The analysis also shows whether there is enough data to justify a model.

Both. Part of our process is deciding between a custom model and existing services, based on accuracy needs, cost, data privacy and time to market. Our cases include disease diagnosis from symptoms with NLP built on BERT and Keras, a CNN model for real-time virtual glasses try-on in an iOS SDK, and real-time face detection on a custom AWS setup.

Yes. We add chatbots, smart assistants, image recognition and predictive features to existing web and mobile products. In one case we rewrote a legacy C++ video streaming solution in Python on a custom AWS setup to support real-time face detection and matching against a database. We work alongside your team and draw on practices from more than 100 AI projects.

Both depend on how ready your data is, whether a pre-trained service is enough or you need a custom model, the accuracy targets and the deployment environment. A proof of concept on existing services takes far less effort than a custom model running in production. We quote once we understand these factors; book a discovery call and we reply within 24 hours.

Deployment is the last step of our process, but a model still needs attention afterwards: monitoring quality on real data, retraining when the data changes and keeping infrastructure costs under control. We can keep supporting the solution or hand it over to your team. Our schedule adjusts to client time zones, so someone at EmphaSoft is available 24/7.