Winder.AI

What Winder.AI does

Winder.AI, legally Winder Research and Development Ltd. and trading as Winder.AI, is a UK-registered enterprise AI consulting agency founded in 2013 and headquartered in Harrogate. The firm delivers AI strategy, product development, and production deployment services with stated specialization in Reinforcement Learning, Large Language Models / Generative AI, MLOps, AI Agent Development, Data Science, AI Governance, and AI Business Automation. It serves organizations ranging from early-stage startups to regulated enterprises, with named engagements spanning software, energy, manufacturing, financial services, healthcare, legal, hospitality, and aerospace. Pricing is structured as fixed-fee engagements tiered from two-week AI Readiness Assessments (£15k–£40k POCs, £40k–£120k pilots, £120k–£400k mid-market production builds, £400k–£1.5M+ enterprise builds) plus an ongoing operations subscription at 15–25% of build cost per year.

The firm is operated by founder-CEO Dr. Phil Winder with a team of 1–10 and has no disclosed external funding. Its go-to-market is content-led (extensive technical blog, newsletter, case studies, events) feeding direct enterprise sales. Notable technical assets include co-development of the Helix on-premise LLM orchestration platform and co-development of Stability AI's Stable Audio (TIME's Best Invention of 2023), along with published reinforcement learning case studies for Duetto (offline RL hotel pricing) and an aerospace flight-scheduling program built on digital twin simulation. The firm positions itself as a specialist alternative to Big-4/generic consultancies for production-grade AI work.

Name

Winder.AI

Legal name

Winder Research and Development Ltd.

Website

https://winder.ai

Company type

Private

Founded year

2013

Operating status

Operating

Headcount range

1–10 employees

Ownership category

akta.pro rank

Product category

AI Consulting Services

NAICS

Management Consulting Services (54161)

SIC

Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371)

akta.pro industry

PRIMARYBPAEAHAF

AI/ML Engineering & Model Development Services

Business & Public Services/IT & Digital Services (Managed Services, Systems Integration)/Data, Analytics & AI Services

SECONDARYHDAEANAA

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management)

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

SECONDARYHDAEANAF

AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety)

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

SECONDARYHDAEANAG

Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII)

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

Keywords

• AI consulting services
• Machine learning operations
• Reinforcement learning consulting
• Generative AI development
• MLOps engineering services

Headquarters

HQ city

Harrogate

HQ country

United Kingdom

HQ region

Europe

Offices1 record

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations

Revenue model

1. AI Consulting & Professional Services: The primary revenue stream is professional services revenue generated through AI consulting engagements. Projects range from AI readiness assessments, proof-of-concept (POC) builds, pilot implementations, to full production deployments. Engagement types include fixed-fee POC (15,000-40,000 GBP), fixed-fee pilots (40,000-120,000 GBP), and production builds (120,000-400,000 GBP for mid-market, 400,000-1.5M+ for enterprise/regulated). Ongoing operations add 15-25% of build cost annually.

Pricing tiers

Go-to-market motion1 record

Distribution channels3 records

Marketing channels6 records

Core offering

Winder.AI is a specialist enterprise AI agency that sells professional consulting and engineering services for building production-quality AI products and platforms. Engagements span AI strategy, AI product development, large language models and generative AI, reinforcement learning, AI agents, MLOps, data science, AI business automation, AI readiness assessments, and AI governance, delivered as fixed-fee POCs, pilots, production builds, and ongoing operations subscriptions to clients globally.

Product overview

Winder.AI is an award-winning Enterprise AI Agency established in 2013, offering a portfolio of professional AI consulting and development services rather than a single unified software product. The core offering spans AI Development & Consulting, AI Product Development, Large Language Models & GenAI, Reinforcement Learning, AI Agent Development, MLOps, Data Science, and Data Strategy Consulting. Cross-cutting solutions include AI Workflow Automation, AI Document Processing, AI Pricing Optimisation, and Conversational AI. Winder.AI also co-developed Helix, an on-premise LLM serving platform. The firm delivers engagements across industries (finance, healthcare, legal, venture capital) using frameworks including LangChain, LlamaIndex, and Haystack, with published case studies in reinforcement learning (Duetto hotel pricing, aviation flight scheduling), MLOps modernization (Apartment List, Grafana), generative AI (Stable Audio for Stability AI), and model monitoring.

Differentiator

Problem solved

Functional benefit

Products and services

• AI Development & Consulting Holistic enterprise-wide AI strategy consulting and AI implementation services for organizations that want to bolster company-wide AI initiatives.
• AI Product Development Award-winning AI product development services for businesses building products with AI components, from MVP through production deployment and scaling.
• Large Language Models & Generative AI Consulting Consulting and development specializing in applications leveraging generative AI technology, including LLMs and generative AI strategy, model selection, fine-tuning, deployment, and production hardening.
• Reinforcement Learning Consulting Reinforcement learning services to automate applications requiring contextual, strategic decision-making, including control, optimization, simulation, recommender exploration, and RLHF for LLMs.
• AI Agent Development Development of autonomous AI agents that analyze user requests, make decisions, and select tools to complete tasks with limited human intervention, using LLM frameworks including LangChain and LlamaIndex.
• MLOps Consulting Machine learning operations services covering the full lifecycle from development through production monitoring, drift detection, retraining, and governance to scale AI within an organization.
• Data Science Consulting Data science services extracting value from data, including experimental design, causal inference, statistical modelling, and structured analytics paired with engineering depth.
• Data Strategy Consulting Strategic consulting to help organizations develop AI-aligned data strategies covering data architecture, governance, and roadmaps.
• AI Business Automation Automation of business processes using AI, targeting efficiency gains, cost reduction, and elimination of manual decision-making bottlenecks.
• AI Readiness Assessment Two-week assessment engagements that identify the highest-impact AI workflows, provide detailed recommendations, and deliver fixed-price proposals for engineering the top-ranked use case.
• AI Governance Consulting AI governance and risk consulting covering EU AI Act, NIST AI RMF, and ISO 42001 readiness, primarily serving financial services and healthcare sectors.
• AI Workflow Automation AI automation solution that turns manual workflows into reliable automated operations, spanning document processing, contract review, and enterprise workflow optimization.
• AI Document Processing AI-powered document intelligence that reads, classifies, extracts structured data, and routes documents using semantic understanding, vision models, and language models, handling varied layouts, handwriting, tables, and poor-quality scans natively.
• AI Pricing Optimisation AI solution for dynamic pricing optimization using reinforcement learning, demonstrated in a case study with Duetto for hotel revenue management.
• Conversational AI Conversational AI solutions including chatbots, knowledge assistants, and customer-facing AI built using LLM orchestration frameworks with RAG and agentic capabilities.
• Helix Platform An on-premise LLM serving platform co-developed by the Winder.AI team for deployment and orchestration of large language models on customer-owned GPUs, with GitOps-based versioning and rollback for teams requiring data privacy and on-premise deployment.
• Stable Audio A generative AI music service powered by audio diffusion models that allows users to generate high-quality music from text prompts, billed as the first long-form, high-quality, commercially licensed audio model, launched with a web application, backend services (API, authentication, scaling), payment system, identity system, and MLOps infrastructure, and co-developed with Stability AI.

Quantifiable outcome

• Over 500,000 generations in first two months for Stable Audio
• +2 more outcomes

Named customers33 records

Segments7 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability14 records

Feature5 records

Partnerships

One partnership is on record.

• Stability AIcoreStrategic or Co-development Partner · 13 September 2023Winder.AI collaborated with Stability AI to develop Stable Audio, a generative AI music service powered by audio diffusion models. Winder.AI provided AI consulting and AI product development services, leading the core engineering effort. The collaboration delivered the bulk of Stable Audio to MVP quality in just a few months. Stable Audio won TIME's Best Invention of 2023.

Scale indicators3 records

Recent moves5 records

Expansion highlights5 records

Broad incumbents

• Slalom: Large global consulting firm with a sizable dedicated AI/ML practice covering strategy, MLOps, and GenAI - a broader incumbent chasing many of the same enterprise AI budgets Winder.AI targets.
• Accenture AI: Global professional services giant with multi-billion-dollar AI practice and extensive GenAI/MLOps delivery capability; competes for large enterprise AI transformation deals that Winder.AI cannot staff at scale.
• Capgemini Invent: Strategic and technology consulting arm of Capgemini, with AI, data, and intelligent-industry practices serving global enterprises; competes for end-to-end AI transformation mandates.
• QuantumBlack (McKinsey): McKinsey's AI/analytics arm delivering enterprise AI strategy, MLOps, and GenAI at scale; competes with Winder.AI at the upper end of enterprise AI advisory work.

Direct peers

• Faculty AI: UK-headquartered applied AI services and product company focused on enterprise AI implementation, MLOps, and decision-intelligence solutions - highly comparable to Winder.AI in geography, service mix, and target customer.
• Cambridge Consultants: UK-based technology and engineering consultancy with an established AI/ML practice serving enterprises across industries, overlapping heavily with Winder.AI's applied-AI and product-development offerings.
• Datatonic: London-based data and AI consultancy delivering MLOps, data engineering, and applied ML to enterprise clients; competes for the same type of MLOps and GenAI implementation budgets as Winder.AI.
• Addepto: AI/ML consulting boutique focused on MLOps, GenAI, and computer-vision implementations for enterprise; comparable in size and service mix to Winder.AI.
• Peak AI: UK-based AI/ML consulting and product company (now part of Visa) that built AI solutions for commercial customers across pricing optimisation, forecasting, and personalisation, closely mirroring Winder.AI's enterprise-services-plus-product orientation.

Emerging players

• Seldon: UK-based ML deployment and MLOps platform vendor that combines software with services for productionising ML models - an adjacent peer competing for some of the same enterprise MLOps engagements.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/winder-ai

Revenue estimate

Valuation estimate

Number of profiles

Profiles3 records

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Winder.AI