

The picture is cautious but concentrated. Against a subdued 2025 economic backdrop, businesses took a careful approach to hiring, yet clear demand hotspots stayed hot for specialist skills in AI, data, enterprise applications and cyber security, according to Computer Weekly's tech recruitment outlook for 2026. In other words, employers are not hiring everywhere, they are hiring where the work is specialised and the risk of getting it wrong is high.
Demand for AI skills has climbed fast. Analysis reported by The Register, citing Accenture data found demand for AI skills increased nearly 200 percent in a year, with London accounting for 80 percent of AI-related job postings and nearly two-thirds of all technology vacancies in the UK. That concentration matters: the roles tied to AI programmes, including the governance and licensing work that keeps them legal, cluster where the activity is densest.
The scale of what is coming is large. Government projections in the GOV.UK AI skills labour market and skills projections show the net change for AI-related occupations ranges from approximately 696,000 jobs in the Automation Scenario to 1,072,000 in the Technological Opportunities Scenario, with replacement demand rising from 3,077,000 to 3,193,000 jobs across those scenarios. Alongside that, during London Tech Week 2025 the UK government announced a partnership to upskill 7.5 million UK workers in essential AI skills by 2030, equivalent to around 20% of the UK workforce, as reported by techUK.
As AI tools multiply, so do the licences behind them: software entitlements, model access, API usage tiers and the open-source terms baked into fast-moving codebases. Someone has to own all of it. That is why licence review, once a line in a procurement spreadsheet, is turning into a named hire sitting inside AI-transformation teams, close to the architects and analysts who build and run the systems.
The work overlaps with roles already in critical demand. IT business analysts, architects and systems designers, a group of 193k workers, are among the occupations in critical demand, with three out of five indicators in critical demand in 2025, according to the GOV.UK Occupations in Demand 2025 statistics. A licence review specialist draws on the same analytical muscle: mapping what is deployed, what it is licensed for, and where exposure sits.
Retention makes the case sharper. Rise Technical's 2025/26 Insights Report, surveying over 500 employers and 1000 candidates, found 79% of UK technical professionals plan to change employers in 2026, as covered by Engineering and Technology Jobs for the IET. When nearly four in five technical people are open to moving, the knowledge of which licences cover which systems walks out of the door unless it is owned by a defined role, not a borrowed one.
Start with the role, not the title. Write a clear scope: which licences, which tools, which models, and which decisions this person owns. Licence review in an AI context is part analyst, part governance, part technical reader of terms, so look for someone who can sit with architects and systems designers and translate between legal language and running code. The critical-demand data on IT business analysts and architects reported by the GOV.UK Occupations in Demand 2025 statistics tells you this talent is contested, so define the job tightly to stand out.
Move quickly and be specific about AI exposure. With demand for AI skills up nearly 200 percent in a year per The Register, citing Accenture data, strong people hold several options at once. Spell out the AI programmes they would support, the autonomy they would have, and how their work keeps deployments compliant. A slow or vague process loses them.
Plan for mobility and growth. With 79% of UK technical professionals planning to change employers in 2026, as reported by Engineering and Technology Jobs for the IET, treat the hire as part of a pipeline, not a one-off. Document the licensing knowledge, pair the specialist with analysts, and offer a path into broader AI-transformation work so the role grows as your programme does.
Speed and precision win here. Reed.ai searches 15 million candidates, produces a ranked shortlist in under 30 seconds, contacts matched people in under a minute and can book an interview in under three minutes, so you reach the right licence review specialist while they are still available. Our recruitment agent manages recruitment end to end for 8% on a successful hire, with no monthly fee and no upfront cost. Ready to hire for licence review in 2026? Tell us what the role needs and we will surface your shortlist.