Engineering-led AI consulting and development services since 2013. Google, Microsoft and Stability AI hire Winder.AI to design, build and ship production AI systems, not slide decks.
Tell us about your project and we'll tailor an approach to your goals, usually two to four weeks from first call to kick-off.
AI consulting and development services combine two things buyers usually have to source separately: the strategy to decide what AI to build, and the engineering to build, deploy and operate it in production. Winder.AI delivers both in one engagement. The AI consultants designing your roadmap are the same PhD engineers shipping your code, which removes the handover gap where most AI projects stall.
| Provider type | What they deliver | Best for | Main weakness |
|---|---|---|---|
| Big-4 / strategy-only AI consulting firm | Roadmaps, board decks, vendor selection | Aligning the executive team | No working AI system at the end |
| Generalist IT or dev agency | Mixed engineering teams, AI as one capability | Bundled vendor relationships | Shallow ML and MLOps expertise |
| Offshore AI development services shop | Code built to a written spec | You already know exactly what to build | Wrong solution, built fast |
| Specialist AI consultancy (Winder.AI) | Strategy plus production AI engineering, by the same people | Complex AI projects that need both judgement and code | Boutique scale, not designed for 100-seat staff augmentation |
Winder.AI is the AI development partner for organisations that want to ship, not just plan. Our engineering-led AI consulting services cover the full path from first idea to production system, drawing on a decade of work for enterprises like Google, Shell and Microsoft and pioneering startups including Stability AI, Protocol Labs and Lightning AI. Hire us when you need an AI consultancy that codes.
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.
We specialize in developing production-ready AI-powered applications.
Our collaboration extends to hundreds of respected firms worldwide.
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:
As a dedicated AI consulting company, Winder.AI stands out with its flexible, decentralized approach, delivering a vast range of AI/ML solutions:
Case study
Winder.AI helped Duetto evaluate offline reinforcement learning for dynamic hotel pricing. Over five months, the engagement progressed from behavioural cloning baselines through Implicit Q-Learning experiments on real booking data, revealing where RL outperforms simpler approaches, what data quality prerequisites exist, and how to evaluate pricing agents when ground truth is unavailable.
Case study
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.
Case study
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.
Case study
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.
Case study
Legal AI assistant improves legal coding efficiency by automating data analysis, reducing workload, and accelerating research.
Case study
Interos, a leading supply chain management company, partnered with Winder.AI to enhance their machine learning operations (MLOps). Together, we developed advanced MLOps technologies, including a scalable annotation system, a model deployment suite, AI templates, and a monitoring suite. This collaboration, facilitated by open-source software and Kubernetes deployments, significantly improved Interos’ AI maturity and operational efficiency.
AI
Adoption of legal services AI has gone mainstream. Litify’s 2025 State of AI in Legal Report found that 78% of legal professionals already use AI in some form, up from 23% in 2023. But what workflow should you automate first?
Getting this wrong means months of effort on a low-impact problem. Getting it right means a quick win that funds the next step. The difference between a successful AI initiative and a stalled pilot usually comes down to picking the right starting point.
AI
“AI contract review” is a popular keyword to compete for. Look, I’m doing it right now! A couple of years ago my colleagues and I half-built a contract review service prototype. We decided not to take it any further, but that was a mistake. It’s now very hot.
So hot you can easily find a wall of product pages. Sign up, upload your contracts, get results. The pitch is simple. For straightforward use cases, it works.
But what if your contracts don’t fit their templates? What if your review process has steps a product can’t model? What if your data can’t leave your infrastructure? What if your firm’s clause playbook differs from the vendor’s defaults?
This article walks through what a custom-built contract review pipeline actually involves.
AI
Legal AI adoption has accelerated. Litify’s 2025 State of AI in Legal Report found that 78% of legal professionals now use AI in some form, up from 23% just two years earlier. In Winder.AI’s 13 year history (and counting!) I have observed a similar trend first hand.
On the back of this trend, significant VC funding has attempted to capture a share of this market. $2.4 billion was invested in 2025. A tsunami of products promise to automate contract review, legal research, and document analysis. Many of them work for a while. Then firms hit the ceiling.
This article is about where that ceiling is and what lies beyond it.
This page provides answers to our most common questions. If you have a query that isn't covered, please get in touch.
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 to get started.
