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Nathan Hughes: AI set to shift from hype to hard results in 2026

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2025 was the year more companies embraced artificial intelligence – but the real productivity payoff is still to come. In 2026, the expectation is we will finally see AI’s promised transformation start to take shape. Portfolio manager Nathan Hughes explains.

Nearly nine out of 10 respondents in a recent survey undertaken by global management consulting firm McKinsey & Company say their organisations are regularly using AI.

However, the pace of progress remains uneven, according to McKinsey.

“While AI tools are now commonplace, most organisations have not yet embedded them deeply enough into their workflows and processes to realise material enterprise-level benefits,” says the firm.

Nathan Hughes, portfolio manager of Perpetual’s ESG Australian Share Active ETF (ASX:GIVE), is keen to see how companies will start implementing AI this year.

“Something that I think everyone's interested in, and we're no different, is the evolution of AI,” says Hughes.

“What we're looking for is how companies are starting to implement it, whether that's at a customer level or to achieve internal efficiencies.”

Hughes notes that AI adoption accelerated in the second half of 2025.

“I’m interested in watching that evolution into 2026, particularly what it might mean for productivity savings or cost out opportunities – companies being able to do more with less,” he says.

Learn about Perpetual ESG Australian Share Active ETF

Hughes says the capex cycle has been incredibly strong and he is particularly interested in the longevity of that cycle over the next year.

“There are a lot of commitments being made and a lot of promises to spend a lot of money on data centre construction and purchases of chips and CPUs and things like that,” he says.  

“Just how robust is that pipeline and is there a bit too much hype versus what the reality might be?”

Perpetual’s ESG Australian Share Active ETF has previously had exposure to the Goodman Group, which is a developer of data centres.

The fund now has indirect exposure to the AI thematic through companies like Ferguson Enterprises – a building products distributor in the US benefitting from data centre investment.

Data centre builds set to soar

Research company Macromonitor predicts data centre construction will rise to 2,800 megawatts in the 2025-26 financial year, from 2,180 megawatts in 2024-25, reaching 5,000 megawatts in the 2029-30 financial year.

American multinational tech company Amazon has committed $20 billion through to 2029 to expanding data centre infrastructure in Sydney and Melbourne. Meanwhile, fellow tech giant Microsoft is midway through rolling out its $5 billion spend to expand its local datacentre footprint across Canberra, Melbourne and Sydney.

McKinsey says there are positive leading indicators on the impact of AI, with 64 per cent of respondents saying AI is enabling their innovation.

“High performers use AI to drive growth, innovation, and cost,” says McKinsey.

“Eighty per cent of respondents say their companies set efficiency as an objective of their AI initiatives, but the companies seeing the most value from AI often set growth or innovation as additional objectives.”

But it is still early days for the realisation of balance sheet benefits, with only 39 per cent reporting EBIT impact at the enterprise level.

Interestingly, a greater number of survey respondents do not expect the implementation of AI to result in job losses, with some in fact anticipating it will create more jobs.

“Respondents vary in their expectations of AI’s impact on the overall workforce size of their organisations in the coming year: 32 per cent expect decreases, 43 per cent no change, and 13 percent increases,” says McKinsey.

Hughes says one notable feature of the AI hype is that particular business models have been perceived to be at great risk of AI disruption, for example online classifieds businesses.

"This has led to valuation declines and provided interesting opportunities in companies where our work suggests that the businesses are likely to prove resilient," says Hughes

"News Corp and Auto Trader are two such examples." 

 

About Nathan Hughes and Perpetual ESG Australian Share Active ETF (ASX:GIVE)

Nathan Hughes is a portfolio manager with Perpetual’s Australian equities team. He joined Perpetual in 2010 and has more than 20 years of investing experience.

Nathan manages the Perpetual ESG Australian Share Active ETF (ASX:GIVE), including its unlisted share class, as well as the Perpetual Income Share Fund.

Find out about Perpetual ESG Australian Share Active ETF (ASX:GIVE)
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Nathan Hughes.jpg
Nathan Hughes
Portfolio Manager, ESG Australian Share Fund, Income Share Fund; Co-Portfolio Manager Strategic Capital Fund
BCom, CFA
Nathan Hughes
Nathan Hughes.jpg

Nathan Hughes

Portfolio Manager, ESG Australian Share Fund, Income Share Fund; Co-Portfolio Manager Strategic Capital Fund BCom, CFA
Bio

Years of experience: 20
Years at Perpetual: 14

Nathan is the Portfolio Manager for the Perpetual ESG Australian Share Fund and Income Share Fund, the Co-Portfolio Manager Strategic Capital Fund and an analyst.

Nathan joined Perpetual in September 2010 as a Research Analyst, before spending almost two years on the dealing desk at Perpetual working on all Australian Equity strategies as an Equities Dealer. Nathan was then appointed to the role of Equities Analyst covering small cap stocks in 2013. He was promoted to Deputy Portfolio Manager in May 2016, and took on responsibility for managing 50% of the Smaller Companies strategy in 2017.

Prior to joining Perpetual, Nathan spent 6 years in a Chartered Accountancy firm where he was responsible for the affairs of a diverse range of clients, including regular taxation compliance, financial reporting, Self-Managed Superannuation Fund audits and business advisory services.

Nathan holds a Bachelor of Commerce from the University of Wollongong and holds a Chartered Financial Analyst (CFA) designation.

This information has been prepared by Perpetual Investment Management Limited (PIML) ABN 18 000 866 535, AFSL 234426 as the responsible entity of the Perpetual ESG Australian Share Fund (Managed Fund) (ASX: GIVE) (referred to below as “active ETF”). It is general information only and is not intended to provide you with financial advice or take into account your objectives, financial situation or needs. You should consider, with a financial adviser, whether the information is suitable for your circumstances. To the extent permitted by law, no liability is accepted for any loss or damage as a result of any reliance on this information.

The product disclosure statement (PDS) for the Active ETF should be considered before deciding whether to acquire or hold units. The applicable PDSs and Target Market Determinations can be obtained by calling 1800 022 033 or visiting our website www.perpetual.com.au. No company in the Perpetual Group (Perpetual Limited ABN 86 000 431 827 and its subsidiaries) guarantees the performance of any fund or the return of an investor’s capital.