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AusIndustry Software Sector Guidance and Hypothetical Machine Learning Case Study – February 2025

March 3rd, 2025

Watch this video for an insightful summary of the latest R&D Tax Incentive Industry Update, produced in February 2025: AusIndustry Software Sector Guidance and Hypothetical Machine Learning Case Study

An increasing amount of software development activity in recent years focused on artificial intelligence and/or machine learning, which in turn is leading to more R&D claims involving machine learning. This likely led AusIndustry to release new guidance, being a hypothetical machine learning case study in September 2024.

This hypothetical case study shows how entities using machine learning techniques can assess their activities for the R&D Tax Incentive program.

The key takeaways from this case study include the following:

This highlights the expectation of ‘investigation of current methods’- i.e. the example highlights an instance where models exist, but are not accurate.
Whilst AI is a relatively new and developing field, companies need to be careful not to assume that projects involving AI will automatically qualify under the R&D Tax Incentive (in the same way that companies undertaking software development activities are not necessarily automatically eligible). Eligibility of companies’ R&D activities will come down to assessment of the activities and their underlying supporting documentation against the law.
It’s important to remember that although a company’s circumstances may appear similar to this case study, their activities may not be eligible. Companies should assess their activities thoroughly in accordance with the legislation and AusIndustry guidance documentation.

Where relevant, the content of this video may have been based on guidance publications released by AusIndustry and the ATO. Additional guidance material on the R&D Tax Incentive is often progressively published by the programme regulators on their respective websites:

Please get in touch with our office if you require assistance, would like to speak to someone about a potential claim, or check out our website for more information.

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         Posted on Google  
   
   Daniel McGregor  
 11. August, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  I have been using Swanson Reed for my clients for more than a decade.  Having a specialist firm that can provide practical and commercial advice that produces real outcomes is very important and we have received great feedback from our clients. Highly recommended.
  
 
 
      Posted on Google  
   
   John  
 15. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Damian and the rest of the team at Swanson Reed have been supporting us for several years.  We always appreciate their insights, expertise, and efforts.
  
 
 
      Posted on Google  
   
   Rueben Rajasingam  
 6. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Experienced responsive Team. They have been a great help to me and my company navigate the R&D tax claim process and have provided invaluable advice.
  
 
 
      Posted on Google  
   
   Enrique Esquivel  
 6. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Damian and the team at Swanson Reed have been extremely helpfully and professional during all of our consultations. Highly recommended.
  
 
 
      Posted on Google  
   
   Jess at Y&C  
 3. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  
  
 
 
      Posted on Google  
   
   Anatole Kononewsky  
 2. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  The Swanson Reed team have provided our company with exceptional professional advice and assistance for all of our R&D claims for many years - have always achieved great results with excellent value for their services.
  
 
 
      Posted on Google  
   
   Payam Toloo  
 2. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Damian Smyth and his team are very helpful, supportive and experts in their field of R&D Tax claims. I'm always happy with the work they do and been a customer of their for over 5 years.
  
 
 
      Posted on Google  
   
   Melissa Doddy  
 31. May, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  The Team at Swanson Reed are very experienced R&D Tax Advisors and gave us ongoing support with all of our R&D Claims, the consultants ensured we were always working with current legislative guidelines, gave us assistance with compiling technical and government documentation and went out their way to ensure they were with us for the entire process from beginning to end.  Highly recommended to anyone who needs assistance with working through what can at times be a daunting process.
  
 
 
      Posted on Google  
   
   Gary Watson  
 31. May, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  We can highly recommend Swanson and Reed as an R & D accountant. We have worked with them for several years now as they make our R & D claim so easy and communicate quickly with both us and our accountant.
  
 
 
      Posted on Google  
   
   Rob van den Bergh  
 31. May, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Always professional.
  
 
 
  
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         Posted on Google  
   
   Daniel McGregor  
 11. August, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  I have been using Swanson Reed for my clients for more than a decade.  Having a specialist firm that can provide practical and commercial advice that produces real outcomes is very important and we have received great feedback from our clients. Highly recommended.
  
 
 
      Posted on Google  
   
   John  
 15. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Damian and the rest of the team at Swanson Reed have been supporting us for several years.  We always appreciate their insights, expertise, and efforts.
  
 
 
      Posted on Google  
   
   Rueben Rajasingam  
 6. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Experienced responsive Team. They have been a great help to me and my company navigate the R&D tax claim process and have provided invaluable advice.
  
 
 
      Posted on Google  
   
   Enrique Esquivel  
 6. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Damian and the team at Swanson Reed have been extremely helpfully and professional during all of our consultations. Highly recommended.
  
 
 
      Posted on Google  
   
   Jess at Y&C  
 3. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  
  
 
 
      Posted on Google  
   
   Anatole Kononewsky  
 2. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  The Swanson Reed team have provided our company with exceptional professional advice and assistance for all of our R&D claims for many years - have always achieved great results with excellent value for their services.
  
 
 
      Posted on Google  
   
   Payam Toloo  
 2. June, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Damian Smyth and his team are very helpful, supportive and experts in their field of R&D Tax claims. I'm always happy with the work they do and been a customer of their for over 5 years.
  
 
 
      Posted on Google  
   
   Melissa Doddy  
 31. May, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  The Team at Swanson Reed are very experienced R&D Tax Advisors and gave us ongoing support with all of our R&D Claims, the consultants ensured we were always working with current legislative guidelines, gave us assistance with compiling technical and government documentation and went out their way to ensure they were with us for the entire process from beginning to end.  Highly recommended to anyone who needs assistance with working through what can at times be a daunting process.
  
 
 
      Posted on Google  
   
   Gary Watson  
 31. May, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  We can highly recommend Swanson and Reed as an R & D accountant. We have worked with them for several years now as they make our R & D claim so easy and communicate quickly with both us and our accountant.
  
 
 
      Posted on Google  
   
   Rob van den Bergh  
 31. May, 2022
 
 
 Trustindex verifies that the original source of the review is Google.  Always professional.
  
 
 
  
  Load more

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AusIndustry Software Sector Guidance and Hypothetical Machine Learning Case Study – February 2025

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AusIndustry Software Sector Guidance and Hypothetical Machine Learning Case Study – February 2025

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