iQAF is live. Does your board know what that means for AI?

In 2026 NZQA’s new integrated Quality Assurance Framework (iQAF) replaced the Evaluative Quality Assurance Framework that had been in place since 2009, with the supporting Rules coming into force on 19 January 2026. For most Private Training Establishments, the headline story has been the end of External Evaluation and Review. No more EERs. That feels like less scrutiny.

The removal of EERs has transferred accountability inward, not reduced it.

What actually changed

Under the old model, NZQA came to you every few years, looked at what you were doing, and told you how well you were doing it. The accountability cycle was external and periodic. Under iQAF, that changes direction. Quality assurance accountability now sits primarily inside your organisation. You self-review. You document. You demonstrate. NZQA monitors, and when it sees something worth examining across the sector, it conducts a thematic review.

That last part matters more than most boards realise.

Thematic reviews allow NZQA to examine how the whole sector is performing on a specific issue. In its draft iQAF consultation document, NZQA named example issues it might examine this way: the effectiveness of online delivery, approaches to supporting Māori, Pacific and disabled learners, and how academic integrity is being managed.

Academic integrity in 2026 is being reshaped primarily by one force: artificial intelligence. Contract cheating and purchased essays have not gone away, but generative AI has changed the scale, the subtlety, and the speed of the challenge. Any thematic review touching academic integrity will land squarely on how providers are governing AI.

The gap most PTEs have not closed

Three questions worth sitting with:

Does your organisation have a documented policy governing how AI tools can be used by learners in assessed work? Do your staff have clear guidance on where AI is and is not appropriate in teaching, assessment design, and marking? And if NZQA asked you to describe your practice on AI and academic integrity in your next self-review report, could you answer with confidence?

For most PTEs, the honest answer to at least one of those questions is no, and it reflects how fast AI has moved rather than any failure of intent. Twelve months ago, generative AI was still being treated as a curiosity in most tertiary settings. Today it is embedded in how learners research, write, and submit work. The tools have outpaced the policies, and the policies have outpaced board awareness.

Under iQAF, that gap is no longer something that surfaces only when an external reviewer visits. It is something your Chief Executive and Quality Manager are expected to account for in documentation that NZQA can see.

This is not only a thematic review risk on the horizon. NZQA already publishes expectations for tertiary providers on academic integrity and generative AI, including supporting staff to understand how generative AI can be used in teaching, learning and assessment, and regularly reviewing the academic integrity policy so it stays current as new technologies emerge. A provider that cannot show it is meeting those expectations is already behind, regardless of when a thematic review arrives.

There is a risk rating consequence too

iQAF is explicitly risk informed. NZQA will use risk assessments to determine the nature and frequency of monitoring for each provider. Organisations that demonstrate robust internal quality assurance, including clear policies and evidence of managing emerging risks, are likely to be assessed as lower risk and receive lighter touch oversight. Those that cannot attract more scrutiny, not less.

AI governance is not a technology project. It belongs in your Quality Management System, alongside your academic integrity policy, your assessment moderation process, and your complaints framework. Under iQAF it is a quality assurance matter, and a board level one.

A further risk most boards have not considered

If your PTE uses subcontractors to deliver any training, you remain fully responsible for their compliance under the new Quality Assurance Rules. That includes how they manage AI in the learning and assessment environment. Most subcontracting agreements currently say nothing about AI use.

If a thematic review on academic integrity examines your delivery chain, that silence becomes your risk.

What boards should be asking right now

You do not need to become an AI expert. But you do need to know whether your organisation has a documented position on AI. One that covers learners, staff, and any third party delivery partners, and whether that position is reflected in your QMS.

iQAF has shifted quality assurance from something that happened to your organisation periodically to something your organisation must demonstrate continuously. The next thematic review could land on precisely this question.

Consider what it looks like for a PTE board to be asked about AI governance after a thematic review has already found gaps across the sector, and to have no documented answer. That is the position some boards will find themselves in. The ones that will not are the ones treating AI governance as a leadership responsibility now.

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