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Jonathan Duncanson-Hunter

Jonathan acts as a link between our clients and the team here at Winder.AI.

Having worked in Business Development and supported Start-Ups, SME’s up to Government Departments across the United Kingdom, Europe, USA, Australia and Canada, Jonathan brings a wide understanding of helping Winder.AI offer greater support to Data Science services.

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RAG vs Fine-Tuning in 2026: A Decision Framework for LLM Teams

An opinionated 2026 decision framework for choosing between retrieval-augmented generation (RAG), fine-tuning, and hybrid approaches for LLM applications. Decision tree, comparison table, and named tooling.

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AI Consulting Costs in 2026: Hourly Rates, POC Budgets, and What Production Really Takes

An opinionated, numbers-first breakdown of AI consulting hourly rates, POC budgets, pilot costs, and production app builds in 2026. No sales waffle. Real ranges.

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