Privacy impact assessment for AI projects in New Zealand

AI projects often involve more complicated information handling than standard software tools. Data may come from multiple sources, be reused for training or testing, pass through third-party providers, or produce outputs that affect people in ways that are not obvious at first glance. That creates legal and operational questions that a generic privacy review may miss. A privacy impact assessment helps document those issues in a structured way and identify where your current approach may need changes before launch, expansion or procurement discussions.

It usually covers the practical data picture behind the project, including what information is collected, where it comes from, what the model or system does with it, who receives outputs, what vendors are involved, and whether personal information is stored, accessed or disclosed across different systems. The report then sets out the main privacy issues, legal risk areas and recommended next steps. Your data collection points, internal use and third-party sharing arrangements all affect the way this should be drafted, so the assessment is tied closely to your real workflow rather than a generic checklist.

A standard template can be a starting point, but AI projects often raise issues that need closer legal analysis, such as training data provenance, automated outputs, vendor roles, secondary uses of information, retention logic and whether the business practice matches the public-facing explanation. A generic form may leave those points at a high level without testing them against your actual setup. This service produces a written assessment based on your project facts, which is usually more useful for internal governance, stakeholder review and future document updates.

We usually need a practical description of the AI product or feature, the categories of information involved, the sources of that information, the intended uses, the third parties or tools in the stack, and any existing privacy materials or internal process notes. If the project is still being designed, we can still assess the proposed model based on the information available. The more accurate the factual picture, the more useful the report will be, because the legal position depends on the way the business handles information in practice.

No. This service is for the legal assessment and the written privacy impact assessment report. It does not include technical implementation, engineering changes, security remediation, ongoing representation or a promise that the project is better aligned with relevant obligations. It gives you a clearer view of the legal issues that matter most, with final risk management depending on the surrounding facts and business practices. If your project also needs updated privacy documents, vendor terms, internal policies or rollout advice, those can be scoped separately after the assessment identifies what is missing.

Just submit an enquiry via this page or click the 'get started' button on our website to submit an enquiry. After you've submitted an enquiry, one of our legal consultants will review your enquiry within 1 business day and get in touch to get a better idea of exactly what you are looking for.

Then your legal consultant will send through an email with a bit more information about the services you need, along with a fixed fee quote setting out costs, scope of the service and timing. Have a read through it, and if you're happy with the scope, you can accept and sign our engagement letter online - easy!

Once you've formally accepted, we'll connect you with a specialist lawyer and they will work with you to complete your project. They will contact you by email or phone if they need to get in touch.

Sprintlaw works on fixed-fee pricing wherever possible, so you can review the scope and cost before you decide whether to proceed. For the Privacy Impact Assessment For AI service, pricing starts from $2,000.00.

After you enquire, a legal consultant will confirm what is included, the expected timing and whether any extra work is needed before you engage us.

We operate completely online, which means we can help you wherever you are in New Zealand. We have office spaces in Sydney, and in Melbourne, but our use of technology allows our team members to work remotely from around the world. Our legal team are mostly based in Sydney, Melbourne, Brisbane and Perth. We also have a London office for Sprintlaw UK.

Our legal team is made up of experienced lawyers, who are specialists in various areas of law and hold an Australian legal practising certificate. None of our Sprintlaw lawyers are New Zealand qualified lawyers and they do not currently hold a New Zealand practising certificate.

They provide legal services working remotely from Australia via our 'legal consultancy' model, through which (under section 6 and section 35 of the New Zealand Lawyers and Conveyancers Act 2006) our Australian legal team are permitted to provide legal services to New Zealand businesses provided they do not provide services in certain 'reserved' areas of law. You can read our FAQ page to learn a bit more about our 'legal consultancy' model.

Given the strong similarities between Australian and New Zealand law, and the areas of law in which we practice (being small business and startup law), we do not view the fact that our lawyers have not qualified in New Zealand as having any substantive impact on the quality of our service. We are committed to ensuring that we provide high quality, affordable legal services to all our New Zealand clients.

Our legal team have all trained at leading firms, but have left the traditional corporate law world to join us on our mission to create a new and better way of delivering legal services. They have specialist expertise in technology law, intellectual property law, contract drafting and review, corporate law and commercial law.