Your AI Product Needs a Power-Up

Our AI engineers help vendors build amazing AI products. From MLOps vendors to ML product companies, Winder.AI is ready to scale your development.

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How Winder.AI Helps Build Your Product

Winder.AI can help you build your product thanks to years experience on all sides of ML.

Why is Winder.AI the Perfect Partner?

Our services are incredibly valuable because of the unique confluence of experiences.

  • We’re renowned experts in the usage of machine learning and reinforcement learning. This provides valuable insight as a data scientist persona.
  • We’re also founding members of the MLOps community and have delivered countless MLOps consulting and Operational MLOps projects. This provides valuable insight as an operational persona.
  • Finally, we’ve developed an array of solutions for a variety of vendors. This proves that we have the skills to deliver projects, no matter the product.

These three experiences converge to provide you with the perfect combination of skills. We can help you define the product, develop the implementation, and have the data science know-how to show people how to use it.

What Are your Ways of Working?

Flexibility

Winder.AI is a boutique consultancy specializing in the development and operation of data science technologies. Our small size lends us agility and flexibility.

Whilst larger, monolithic consultancies may enforce a way of working, by specifying minimum team sizes or including unnecessary people in the contract, we do not. We work to your way of working.

If you want us to integrate with your team, we can do that. If you want us to work independently to reduce coupling, that’s fine too. Whatever is best for you.

From SOW’s to Time & Materials

Many of our clients choose to operate on a statement of work (SOW) basis, which is good when you want full control over the completed work. The downside of this approach is that refinement of the SOW can take a long time, which slows down development.

Other clients operate on a more agile approach, where weekly or bi-weekly planning meetings schedule the direction and tasks for the upcoming week(s). This works well when you want to develop a solution quickly, or you have dependencies on other people or teams.

Remote Working

Although Winder.AI is based in the UK, the team is distributed across Europe. Since inception, we’ve operated entirely remotely, so there was no change to our working conditions when the COVID pandemic struck. If COVID has taught us anything, it’s reminded us that remote working is not only efficient, but optimal, especially when expertise like ours is so hard to find.

Therefore, all of our projects operate remotely, except for occasional meetings and planning sessions that are better done in person.

The World's Best AI Companies

From startups to the world’s largest enterprises, companies trust Winder.AI.

AI Product Development and Consulting Services

Winder.AI helps companies build production-quality products and platforms.

AI Product Consulting

AI Product Consulting

Do you need strategic help from an expert in MLOps?

Winder.AI are industrially renowned experts in machine learning, reinforcement learning, and MLOps. Leverage our industry expertise to help you build your product.

For example, companies like Grid.ai leverage our consulting to develop product ideas and evaluate mission critical technologies. Our guidance helps you complete your project faster and to a higher quality that it would have been otherwise.

AI Product Development

AI Product Development

Do you have an AI product, but want to accelerate development?

The team at Winder.AI are experienced data science practitioners, which helps us build products that are relevant to your users.

We’re able to deliver fully self-managed incremental product improvements. This alleviates the burden from your team and shortens development timelines. Our experts can also integrate tightly with your ways of working for a collaborative solution.

Selected Case Studies

Some of our most recent work. You can find more case studies in our portfolio.

Using Reinforcement Learning to Attack Web Application Firewalls

Introduction Ideally, the best way to improve the security of any system is to detect all vulnerabilities and patch them. Unfortunately this is rarely possible due to the extreme complexity of modern systems. One primary threat are payloads arriving from the public internet, with the attacker using them to discover and exploit vulnerabilities. For this reason, web application firewalls (WAF) are introduced to detect suspicious behaviour. These are often rules based and when they detect nefarious activities they significantly reduce the overall damage.

Helping Modzy Build an ML Platform

Winder.AI collaborated with the Modzy development team and MLOps Consulting to deliver a variety of solutions that make up the Modzy product, a ModelOps and MLOps platform. A summary of this work includes: Developing the Open Model Interface Open-sourcing chassis, the missing link that allows data scientists to build robust ML containers Model monitoring and observability product features MLOps and model management product features The Problem: How to Build An ML Platform Modzy’s goal is to help large organizations orchestrate and manage their machine learning (ML) models.

How To Build a Robust ML Workflow With Pachyderm and Seldon

This article outlines the technical design behind the Pachyderm-Seldon Deploy integration available on GitHub and is intended to highlight the salient features of the demo. For an in depth overview watch the accompanying video on YouTube. Introduction Pachyderm and Seldon run on top of Kubernetes, a scalable orchestration system; here I explain their installation process, then I use an example use case to illustrate how to operate a release, rollback, fix, re-release cycle in a live ML deployment.

Start Your AI Product Project Now

The team at Winder.AI are ready to collaborate with you on your ai product project. We will design and execute a solution specific to your needs, so you can focus on your own goals. Fill out the form below to get started, or contact us in another way.