AI Consulting & Development Services

Expert AI consultancy and automation since 2013. Discover why Google, Microsoft, and Stability AI trust Winder.AI’s technology consulting and ML engineering.

Start Your AI Consulting Project Now

The team at Winder.AI are ready to collaborate with you on your AI project. We tailor our AI solutions to meet your unique needs, allowing you to focus on achieving your strategic objectives. Fill out the form below to get started.

Ruari Shephard logo

The major benefit for us was winning TIME’s Best Invention of 2023! Without Winder.AI’s innovative AI consulting, this success would not have been possible. It resulted in over 500k generations in its first two months.

Ruari Shephard
Head of Stable Audio, Stability AI

Comprehensive AI Consulting Services - From Strategy to Implementation

At Winder.AI, our AI consultancy empowers organizations like yours to excel in technology consulting and AI software development. Our experience spans AI for enterprises like Google, Shell, and Microsoft to groundbreaking startups like Stability AI, Protocol Labs, and Lightning AI. With a legacy of over a decade in crafting bespoke AI strategy and solutions, we are the trusted partners you need. Ready to transform your vision into reality? Get in touch today.

  • AI & ML Development

    We’re engineers at heart and we excel in delivering tailored AI software development services that align with your project goals. Our capabilities span large language models, autonomous AI agents and reinforcement learning.
  • AI Consulting

    Remove the complexities of AI strategy with our expert AI technology consulting. Our AI business consultants focus on pragmatic, ROI-driven approaches to unlock tangible benefits for your business.
  • AI Research

    Leveraging ten years of expertise in data science consulting, we tackle some of the toughest industrial challenges with innovative AI solutions and AI automation.

Trusted by the World's Foremost AI Development Companies

Our collaboration extends to hundreds of respected firms worldwide.

  • Machine learning product development for Google.
  • Kubeflow consulting for Microsoft.
  • MLOps consulting and development for Shell.
  • Deep reinforcement learning consulting and development for Nestle
  • MLOps product development for Canonical.
  • MLOps consulting for Docker
  • MLOps consulting for Ofcom
  • MLOps product development for Grafana.
  • MLOps consulting for Stability AI
  • Authors of a Reinforcement learning book with O'Reilly
  • Data science lecturing with Pearson
  • Machine learning integration for Pachyderm.
  • Vendor MLOps product development for Modzy.
  • MLOps consulting for Neste.
  • Deep reinforcement learning consulting for CMPC.
  • Deep reinforcement learning consulting for Novelis.
  • Reinforcement learning consulting for Genesis
  • MLOps consulting for Lightning AI
  • AI product development for Protocol Labs
  • MLOps consulting for Tractable
  • MLOps consulting for Interos.AI
  • MLOps consulting for Ultraleap
  • MLOps consulting for AICadium
  • DAS and digital signal processing for OptaSense
  • DAS and digital signal processing for Focus Sensors.
  • DAS and digital signal processing for Frauscher
  • MLOps consulting for Living Optics
  • AI Product Development for Expanso

AI Consulting Expertise - Our Sweet Spot

We specialize in developing production-ready AI-powered applications.

Dedicated AI Company

Unlike larger, more general purpose IT agencies, we specialize in AI software development. We’re more flexible, more pragmatic, and better suited to your AI project.

Experienced AI Consultants

Incorporated in 2013, Winder.AI is one of the oldest dedicated AI consultancies in the world. As a specialist AI agency, we’re still going strong because our customers love our work.

Collaborative AI Development Services

We exist to help companies like yours develop their AI systems. Our size enables us to provide you with an exemplary service and adapt to your ways of working.

AI Innovation Solutions - Responsible AI For Value Realization

Vast swathes of business value remains untapped in most enterprises. Our AI consultants help you automate processes and unlock your potential in the AI era:

Enterprise Application AI

Identify artificial intelligence opportunities within common enterprise applications to optimize processes, improve decision-making and drive AI automation across your organization. Our AI consulting helps you prioritize the highest-impact use cases first.

Generative AI (like ChatGPT)

We’re experts in ChatGPT business use cases, exemplified by our product StableAudio for Stability AI.

Conversational AI

Implement artificial intelligence-powered chatbots, search and virtual assistants to improve customer relationships and empower your workforce.

AI Engineering and Operations

Operate your artificial intelligence at scale with our comprehensive MLOps services.

AI Integrations

Using industry standard APIs and integrations, we can enhance and integrate artificial intelligence into your existing systems and processes.

AI Strategy & Transformation

Navigate your AI transformation with confidence. Our AI strategy consulting helps you build a roadmap from initial assessment to full-scale deployment, ensuring every initiative aligns with your business goals and delivers measurable ROI.

AI Technologies - Tailored, Robust, and Scalable

As a dedicated AI consulting company, Winder.AI stands out with its flexible, decentralized approach, delivering a vast range of AI/ML solutions:

Large language models

For advanced text-based applications, including QA systems like the enterprise AI platform for Shell.

GenAI

Pioneering in generative AI across media types for creative industries, exemplified by StableAudio for Stability AI.

Text/NLP

Highly experienced in Natural Language Processing (NLP), e.g. we built Google’s BERT implementations in Vertex AI

Image/Computer Vision

Delivering cutting-edge image analysis solutions, from retail safety compliance to industrial monitoring.

Structured Data and Predictive Analytics

Transforming data into predictive AI insights to drive strategic decisions.

Deep Learning and Traditional Methods

Winder.AI has been delivering machine learning consulting for over a decade and used hundreds of model architectures. Historically, we’ve even trained thousands of engineers in machine learning.

Time-Series/DSP

Unmatched expertise in complex time-series analysis and digital signal processing.

Audio

Extensive experience in high-dimensional streaming audio detection and recognition, e.g. detection, tracking and monitoring algorithms for Focus Sensors, OptaSense, and Frauscher.

Multi-Cloud

Language Agnostic

Any Library

We ♡ GitOps

Selected Case Studies

Some of our most recent work for our clients. You can find more in our portfolio.
How Winder.AI Helped Apartment List Eliminate Data Drift and Scale MLOps Automation

Case study

How Winder.AI Helped Apartment List Eliminate Data Drift and Scale MLOps Automation

Winder.AI helped Apartment List modernize its machine learning operations by unifying data pipelines, automating Kubeflow workflows, and introducing enterprise-grade governance. The outcome: consistent training and inference data, faster deployment cycles, and self-service capabilities that enabled Apartment List’s data science team to scale model delivery with confidence.

AI in Aviation Case Study: Flight Scheduling Using Digital Twins and Reinforcement Learning

Case study

AI in Aviation Case Study: Flight Scheduling Using Digital Twins and Reinforcement Learning

Using digital twin data to build flight traffic simulators and train reinforcement learning AI agents. A leading aerospace business and Winder.AI opened new horizons for dynamic, data-driven scheduling solutions that integrate with our client’s advanced flight planning technology.

AI in Aviation Case Study: Predicting Taxi Times

Case study

AI in Aviation Case Study: Predicting Taxi Times

Leveraging predictive analytics and a stand-to-runway modelling approach, Winder.AI and our aviation client improved taxi time predictions to reduced ground delays and improve fuel efficiency.

Recent Articles

Find more articles in our blog.
What Is Document Intelligence? A Complete Guide for 2026

AI

What Is Document Intelligence? A Complete Guide for 2026

Every organisation runs on documents. Invoices, contracts, claims, applications, correspondence. They contain the data that drives decisions, triggers payments, and satisfies compliance requirements. The problem is that most of this data is trapped in unstructured formats that only humans can read.

Document intelligence changes that. It’s the AI capability that reads, understands, and extracts structured data from unstructured documents. It is rapidly replacing the manual data entry and basic scanning workflows that most businesses still rely on.

How to Migrate a Codebase from Python to Go Using an AI Coding Assistant

Ai

How to Migrate a Codebase from Python to Go Using an AI Coding Assistant

I recently migrated a production Python codebase to Go using Claude Code as the primary coding agent. The codebase was Kodit, an MCP server and CLI tool for indexing code repositories. It had a well-structured Python backend with a FastAPI server, SQLAlchemy ORM, Pydantic models, and a search pipeline combining BM25 and vector embeddings.

AI Confidence: Evaluating AI Models with Synthetic Data

Talk

AI Confidence: Evaluating AI Models with Synthetic Data

Building AI-powered applications is exciting, until you need to evaluate whether your model actually works. How do you test an AI system that gives different answers every time? How do you gather enough test data to be confident in your results? This one-hour practical webinar will transform you from uncertain to confident about AI evaluation.

FAQs - Frequently Asked Questions

This page provides answers to our most common questions. If you have a query that isn't covered, please get in touch.

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