Industries We Serve

Since 2013, Winder.AI has been helping businesses leverage AI to maximise their value. Over the past decade, we’ve built a collection of industry-specific AI templates that can be used to accelerate your AI journey.

Venture-Capital

AI value creation is the work of finding where AI will change a portfolio company’s revenue, costs or risk, testing that on the company’s own data, and building the system that delivers it. Venture capital and private equity investors bring in Winder.AI to do that work with their portfolio companies. We are an engineering-led AI consultancy, independent since 2013, and the senior engineers who assess each company build what the assessment recommends.

Example Use Cases

AI-Driven E-Discovery
More...

Legal

Legal services AI is no longer experimental. 78% of legal professionals already use AI in some form, up from 23% in 2023. The question now is not whether to use AI, but whether to rent it from a SaaS vendor or engineer it to fit your firm.

For most mid-to-large firms, off-the-shelf legal AI products hit a ceiling once volume, document variability, integration depth, or data-control requirements grow beyond what the vendor designed for. Bespoke engineering picks up where products stop.

Example Use Cases

Automated Due Diligence in Mergers and Acquisitions
Regulatory Compliance Monitoring
Automated Brief and Legal Drafting
Legal Document Summarisation
More...

Manufacturing

            <div class="border-t border-neutral-800 py-8">
                <p class="text-2xl font-medium tracking-tight text-white">Services</p>
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                        <p class="text-xs font-semibold uppercase tracking-widest text-neutral-500">Advise
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                                <a href='https://winder.ai/services/ai-consulting-development/'
                                    class="text-sm text-neutral-300 transition hover:text-white">AI Consulting &amp; Development</a>
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                                <a href='https://winder.ai/services/ai-readiness-assessment/'
                                    class="text-sm text-neutral-300 transition hover:text-white">AI Readiness Assessment</a>
                            </li>
                            
                            <li>
                                <a href='https://winder.ai/services/data-strategy-consulting/'
                                    class="text-sm text-neutral-300 transition hover:text-white">Data Strategy Consulting</a>
                            </li>
                            
                            <li>
                                <a href='https://winder.ai/services/ai-governance-consulting/'
                                    class="text-sm text-neutral-300 transition hover:text-white">AI Governance Consulting</a>
                            </li>
                            
                            <li>
                                <a href='https://winder.ai/services/pricing/'
                                    class="text-sm text-neutral-300 transition hover:text-white">Pricing</a>
                            </li>
                            
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                        <p class="text-xs font-semibold uppercase tracking-widest text-neutral-500">Build
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                        <ul class="mt-3 space-y-2">
                            
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                                <a href='https://winder.ai/services/ai-product-development/'
                                    class="text-sm text-neutral-300 transition hover:text-white">AI Product Development</a>
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                                <a href='https://winder.ai/services/reinforcement-learning-consulting-development/'
                                    class="text-sm text-neutral-300 transition hover:text-white">Reinforcement Learning</a>
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                                <a href='https://winder.ai/services/llm-consulting-development/'
                                    class="text-sm text-neutral-300 transition hover:text-white">LLM Development</a>
                            </li>
                            
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                                <a href='https://winder.ai/services/ai-agent-development/'
                                    class="text-sm text-neutral-300 transition hover:text-white">AI Agent Development</a>
                            </li>
                            
                            <li>
                                <a href='https://winder.ai/services/generative-ai-consulting-development/'
                                    class="text-sm text-neutral-300 transition hover:text-white">Generative AI</a>
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                                <a href='https://winder.ai/services/custom-ai-development/'
                                    class="text-sm text-neutral-300 transition hover:text-white">Custom AI Development</a>
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                        <p class="text-xs font-semibold uppercase tracking-widest text-neutral-500">Operate
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                                <a href='https://winder.ai/services/mlops-consulting-development/'
                                    class="text-sm text-neutral-300 transition hover:text-white">MLOps Consulting</a>
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                                    class="text-sm text-neutral-300 transition hover:text-white">AI Integration &amp; Implementation</a>
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                                <a href='https://winder.ai/services/ai-business-automation/'
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                                <a href='https://winder.ai/services/data-science-consulting/'
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                            <a href='https://winder.ai/solutions/conversational-ai/'
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                            <a href='https://winder.ai/solutions/ai-pricing-optimisation/'
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                    <p class="text-2xl font-medium tracking-tight text-white">Industries</p>
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                        <li>
                            <a href='https://winder.ai/industries/ai-consulting-legal/'
                                class="text-sm text-neutral-300 transition hover:text-white">Legal</a>
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                                class="text-sm text-neutral-300 transition hover:text-white">Finance</a>
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                            <a href='https://winder.ai/industries/ai-consulting-venture-capital/'
                                class="text-sm text-neutral-300 transition hover:text-white">Venture Capital</a>
                        </li>
                        
                        <li>
                            <a href='https://winder.ai/industries/manufacturing/'
                                class="text-sm text-neutral-300 transition hover:text-white">Manufacturing</a>
                        </li>
                        
                        
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                            <a href='https://winder.ai/industries/'
                                class="text-sm text-neutral-300 transition hover:text-white">All industries
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Industries
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Example Use Cases

Surrogate Models With Calibrated Uncertainty
Reinforcement Learning for Process Control
Process Optimisation With Little Data
Adaptive Design of Experiments
More...

Finance

AI consulting for finance helps UK lenders, insurers and fintechs find the decisions they make at volume where a model would decide better, such as who to lend to, which payment to stop or what to charge, then build those models and run them under Financial Conduct Authority (FCA) and Prudential Regulation Authority (PRA) rules. Winder.AI is an engineering-led AI consultancy, independent since 2013. In 2023 we took a reinforcement learning system for a UK financial institution from proof of concept onto live customer traffic, and audited the machine learning operations of a UK car-finance lender.

Example Use Cases

Risk Management
Financial Text Mining
Advisory Services
Insurance Underwriting and Claims Processing
More...

Healthcare

Healthcare data strategy consulting establishes whether a health system’s, payer’s or digital health company’s data can support the AI it plans, then fixes the gaps: electronic health record (EHR) and claims sources that disagree, coding changes that split the history, and protected health information (PHI) that the Health Insurance Portability and Accountability Act (HIPAA) restricts. Winder.AI, independent since 2013, runs it as the first phase of an AI build, so the senior engineers who map the data are the ones who build on it. The review ends with a field-level map of every source and the pipeline and monitoring design that closes the gaps.

Example Use Cases

Remote Rehabilitation Programs
Mental Health Support through AI
Medical Imaging Analysis
Remote Patient Monitoring
More...