AI in UK Tech: Research on Coding, Jobs & Business

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Active Intelligence programme

AI in UK Tech SMEs

Analysis, data and expert insight on how artificial intelligence is reshaping hiring, productivity and growth across the UK’s tech SMEs.

Discover the cycles Explore Research & Analysis

Hiring
Productivity
Talent
Costs
Innovation
Policy
Real business impact

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Cycle 1 · In development

AI vs Junior Developers in 2026 — Economic Reality for UK Tech SMEs

Are AI coding tools changing the business case for hiring junior software developers? Prime Economist’s first Intelligence Cycle sets out the questions, evidence and economic trade-offs we intend to investigate.

Explore Cycle 1 Read the introduction

Hiring economics
AI-assisted development
Productivity and costs
Skills development
Building the evidence

What AI in UK Tech SMEs Investigates

AI in UK Tech follows the practical business questions emerging as artificial intelligence moves into everyday software engineering and company operations. Across individual Intelligence Cycles, Prime Economist will examine the relationship between AI tools, productivity, recruitment, technical skills and the costs of implementation. Each cycle focuses on a defined decision facing UK technology businesses, brings together available evidence and industry perspectives, and makes clear where the answers remain uncertain. Our first cycle investigates the economics of junior software developer hiring alongside AI-assisted development. Future cycles will be announced as their research scope is agreed.

PeopleHiring, skills and team structures
ProductivityReal-world impact and use cases
CostsInvestment, efficiency and ROI
Business modelsNew opportunities and risks
PolicyRegulation and market dynamics

A message from the Founder

Tal Kharin · Founder, Prime Economist

AI is already changing how UK tech companies hire, build and compete. This series is about understanding the real economics behind that shift — beyond the hype, and into the decisions founders actually face.

Prime Economist introduces AI in UK Tech, its first Industry Intelligence series examining how artificial intelligence is changing software development, recruitment and business operations across the UK technology sector. With over 15 years of experience in IT, I have witnessed first-hand how AI coding tools, AI agents and AI automation are reshaping software engineering, developer productivity and the way technology companies operate.

These developments raise critical questions: Will AI replace software developers? How is AI changing recruitment and workforce development? Can AI for business improve productivity, reduce costs and deliver measurable returns on investment?

Through successive research cycles, we will explore these challenges using valuable research, market data, economic analysis and expert perspectives. Rather than producing another general AI report, our ambition is to examine the real economic impact of AI adoption and its implications for technology businesses. Our goal is to provide founders, co-founders and decision-makers across UK small and medium-sized technology enterprises with reliable, evidence-based intelligence to support informed decisions on hiring, AI investment and implementation.

Tal Kharin
Founder, Prime Economist

How the AI vs Junior Developers Cycle Works

Six intended outputs. The introduction is published; research, the report and events are planned. Dates and participation details will be announced when confirmed.

Research & Analysis

Planned examination of evidence, hiring decisions and the economics of AI-assisted development.

Research Report

A planned report bringing together the evidence, analysis and limitations of the research.

Executive Roundtable

A planned closed discussion with industry leaders and practitioners.

Industry Webinar

A planned public conversation on the research and its business implications.

Focused Distribution

Planned distribution of the report and supporting material to relevant business audiences.

Business Networking & Industry Event

A planned opportunity for relevant businesses and practitioners to meet. No date or venue has been announced.

Contribute to the series

We welcome perspectives from founders, software engineers, researchers and technology leaders. Share your experience of AI adoption, hiring and software development to help build the evidence.

Contribute to the research