PRODUCT THINKING THAT DRIVES OUTCOMES
These case studies show how I bring together product, business, UX, technology, and AI to turn complex challenges into clear, measurable outcomes.
Over the last decade, my career has focused on both shaping AI strategy and delivering AI products into real use.
AI THAT ACTUALLY DELIVERS
Not added for show, designed to influence decisions, refined through customer feedback, with UX carefully considered to drive real outcomes.
APPROACH
🔸 Customer first and Commercial Product thinking.
🔸 Clarity over complexity.
🔸 Outcomes over outputs.
CASE STUDIES
Across AI, UX, product delivery, and intelligence design
REAL OUTCOMES
Adoption rates, search capability, and scalable intelligence systems
ONE APPROACH
Product thinking, delivery clarity, and AI working together
CASE STUDIES
TEST YOUR AD SCREEN
Test Your Ad Screen
Led the product definition and delivery of Test Your Ad Screen, an AI powered early signals product that predicts how finished advertising creative is likely to perform.
I worked across product, data science, engineering, commercial and legal teams to turn a complex prediction model into a usable customer product. This included defining requirements, shaping the customer experience, establishing governance and explaining how the technology could be used responsibly.
I also defined the next stage of the product and model, moving beyond basic pattern matching towards richer creative signals designed to improve prediction quality, confidence and explainability.
The result was a scalable AI product designed to give customers useful early insight within minutes, helping them make faster decisions about which creative is worth taking forward.
NATURAL LANGUAGE SEARCH
Natural Language Search
Led the delivery of a natural language search capability for video adverts, enabling users to find ads based on what happens within them.
I worked between the product team, development team, and the wider business and legal to build and deliver an architecture. This included iterative development to improve relevance and speed, and ensure the capability was usable at scale.
INTELLIGENCE HUB
Intelligence Hub
Designed and built my own Competitive Analysis Intelligence Hub, creating a structured, AI supported system to continuously track competitors, generate insights, and produce usable outputs such as battle cards, daily briefings, and market landscape reports at scale.
UI REDESIGN
UI Redesign
Led the adoption strategy for a full UI redesign at Feefo using behavioural nudges and guided onboarding. Achieved around 30% opt-in early adoption through structured, user-led change management.
WHAT CONNECTS THIS WORK
A CONSISTENT WAY OF THINKING ACROSS EVERY ENGAGEMENT
Each of these pieces of work is different in context, but the approach is consistent. Understand the problem clearly, bring the right thinking to it, and shape delivery in a way that teams can actually execute.
PRODUCT CLARITY
Making complex capabilities understandable for teams, stakeholders, and customers.
DELIVERY READINESS
Turning strategy and discovery into structured stories and backlog clarity.
APPLIED AI
Using AI as a practical capability rather than a concept or a shortcut.
OUTCOME FOCUS
Measuring success by adoption, insight, and impact, not just release.
LET'S CONNECT
INTERESTED IN WORKING TOGETHER?
Whether the challenge is product strategy, delivery clarity, AI adoption, or turning complex work into something teams can actually execute, get in touch.
Neil Terry
Senior Business Analyst · Product leader · AI and delivery thinker 🔗 https://www.linkedin.com/in/neiljterry/ ✉️ neil@scenicmind.co.uk
📍 Havant, Hampshire