Winder.ai - Your Partner for Complex Data Science Execution

The World's Best AI Companies

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

Benefits of Our AI Implementations

Why should you use AI in your business? Why Winder.AI?

Increase Your Revenue and Automate Costs Away

Artificial intelligence (AI) and all data-oriented engineering enables your business to leverage its data. It optimizes your business and improves your products and services, all by harnessing data.

Projects can take many forms, from pure process automation, to new intelligent products. But all projects need data and a drive to make your business better.

Cut Costs via Decision Automation

Empower your staff with solutions that allow them make better, provable decisions. Automating your decisions helps to:

Remove decision-making bottlenecks from processes
Make quantifiable, robust decisions
Provable improvements in top-line performance
Reduce operator burden and toil, freeing up time to solve real issues

Increase Revenue via Product Enhancement

Use our AI in your products to solve your customer’s pain. Enhancing your product with AI helps to:

Remove the burden of completing complex, time-intensive tasks from your users
Make your product so easy, so useful, that your competitors cannot compete
Enable functionality that would simply not be possible without AI, because of the amount of data involved

Proven ROI via Strategic Differentiation

Run your business on autopilot with strategy-level automation that helps you:

Optimize complex chains of individual decisions to improve the business as a whole
Imagine new product verticals by automating entire supply chains
Automate experimentation to ensure you’re at peak performance

Supercharge Your Organization With Winder.AI’s Proven AI Solutions

Ideas may be cheap, but real value comes from reliable, repeatable execution. This is where Winder.AI is different from those organizations who like to say AI, but don’t do it. Winder.AI is battle hardened, knows the real-world difficulties facing organizations and most importantly, how to help you overcome them.

Their AI Solutions	Our AI Solutions
❌ You work how they work	✅ Flexible, scalable, personal service
❌ Waste time pouring through massive amounts of data	✅ Focus on problem refinement
❌ Throw inexperienced software engineers at the problem	✅ Leverage the expertise of PhD’s, Authors, world leaders
❌ A dump of Python code	✅ Production ready services and integrations
❌ Magic	✅ Explainable, understandable, robust, simple
❌ Slow, unusable solutions	✅ Scalable solutions designed to meet non-functional requirements
❌ A deep neural network for every problem	✅ Bespoke, domain-specific solution to the problem
❌ No operational experience	✅ Tons of operational insight from the best AI companies in the world
❌ Restricted offering, often with vendor lock-in	✅ An offering that is best for you

AI Services

Winder.AI helps companies build product-quality AI products and platforms. Click on a link below to find out more.

Data Science

Do you have a project in mind but you’re not sure where to start?

Data Science is the art and discipline of extracting value from data for your organization. Our world-leading data scientists can help you develop data-centric products and services.

Learn more

Machine Learning

Do you want to build machine learning products or services and have neither the time nor resources?

Learn more about our extensive machine learning expertise and how we can enable your organization to scale its machine learning transformation.

Learn more

Reinforcement Learning

Would you like to take advantage of one of the most sophisticated artificial intelligence technologies available today?

Reinforcement learning approaches automate strategic decision processes, lifting your business’s decision making ability to new heights. And we wrote the book on it!

Learn more

MLOps

Are you struggling to scale your machine learning strategy?

Speak to us about how we continue to define machine learning operations, or MLOps. Our prestigious clients love our world-renowned expertise and our down-to-earth, practical implementations.

Learn more

AI Product Development

Are you an AI product vendor, and want to speed up product development?

We’ve helped some of the biggest and best AI product companies in the world, delivering product enhancements, integrations, and performing strategic research.

Learn more

Selected Case Studies

Some of our most recent work. You can find more 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.

Recent Articles

Find more articles in our blog.

The Value of a Machine Learning Pipeline: Past, Present, and the Future of MLOps With Kubeflow

Industrial machine learning consulting projects come in a variety of forms. Sometimes clients ask for exploratory data analysis, to evaluate whether their data can be used to help solve a problem using artificial intelligence. Other times we use machine learning (ML) algorithms to automate decisions and improve efficiencies within a business or product. More recently we’ve refocused on reinforcement learning and customers ask us to help control some complex multi-step process.

Automating Cyber-Security with Reinforcement Learning

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. The common suggestion is to test for security, often leveraging the expertise of security-focussed engineers or automated scripts. But there are two fundamental issues with this approach: 1) security engineers do not scale, and 2) scripts are unlikely to cover all security concerns to begin with, let alone deal with new threats or increased attack surfaces.

CloudNativeX Interview: Reinforcement Learning

Join Lee Razo and Phil Winder for this comprehensive introduction to Reinforcement Learning, an area of machine learning in which problems are tackled with intelligent agents which take actions to maximize a specified reward. Phil (quite literally) wrote the book on this topic and he takes us through the fundamentals of RL, some common use cases as well as tips on how even a small or mid-sized company can get started with and benefit from RL.

Start Your AI Project Now

The team at Winder.AI are ready to collaborate with you on your AI 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.