How the R&D Tax Incentive treats software and AI work — the experimentation and technical-uncertainty tests — and why routine programming does not qualify.

dgm is an independent osFoundry integration partner — not affiliated with osFoundry’s maker (OS LLC), and dgm has no completed client integrations yet.

The most common R&D Tax Incentive mistake in AI is assuming that building software is automatically R&D. It is not — eligibility turns on genuine experimentation.

ItemDetail
Likely eligibleExperimental work with a technically uncertain outcome
Usually not eligibleRoutine programming, configuration, bug fixes, deployment
TestCould the outcome be known in advance using existing knowledge?
EvidenceContemporaneous records of the experiment and uncertainty

The eligibility test for AI software

The RDTI rewards Core R&D activities — experimental activities whose outcome cannot be known or determined in advance on the basis of current knowledge, conducted to generate new knowledge — plus Supporting activities. For AI, that might be developing a novel model or method where the result was genuinely uncertain, not applying an existing model in a standard way.

What usually does not qualify

Market research, routine quality assurance, bug fixes and maintenance, cosmetic UI changes, data entry, and standard configuration or deployment of off-the-shelf software generally do not qualify. (This exclusion list is paraphrased — confirm the specifics against the ATO’s software-development guidance.) Program parameters, amounts, rates and round windows change frequently — confirm the current details on the official program page before relying on them.

Getting it right

Keep contemporaneous records — the uncertainty you faced, the hypotheses, the experiments and the results — created at the time, not reconstructed later. Important: these are programs a business applies for directly with the government agency or, for the R&D Tax Incentive, claims through a registered tax adviser. dgm is an independent AI-integration agency — not a registered or approved program deliverer, an Industry Growth Program adviser, or a registered R&D tax agent. dgm can help scope and build the AI project; eligibility and any claim are determined and lodged by you or a registered adviser. dgm can help structure the project so genuinely experimental components are well-scoped; a registered R&D tax adviser determines eligibility and lodges the claim.

Where dgm fits

dgm is an independent integration partner that helps Australian businesses adopt osFoundry — scoping a first use case, handling the build, and connecting AI to the systems you already run. dgm can help you scope the AI project that a program would fund — but you apply to the program (or claim the R&D Tax Incentive with a registered adviser) directly. dgm is independent of osFoundry’s maker (OS LLC) and has no completed client integrations yet, so everything described here is a service offered, not a past result. If you want to scope a practical first project, dgm can help you map it out.