Can AI Projects Qualify for the R&D Tax Credit?
- Todd Phillips
- Dec 16, 2024
- 3 min read
The Research and Development (R&D) Tax Credit offers businesses a powerful incentive to innovate by reducing their tax liability. With the explosion of artificial intelligence (AI) in business processes, many companies are wondering: Does work involving AI qualify for the R&D Tax Credit? The answer, in many cases, is yes—but with important caveats.
What Qualifies for the R&D Tax Credit?
The IRS allows businesses to claim the R&D Tax Credit if they engage in activities that meet the following four-part test:
Permitted Purpose: The project must aim to improve a product, process, software, formula, or invention.
Elimination of Uncertainty: The work must seek to resolve technical uncertainties about the feasibility or method of achieving the improvement.
Process of Experimentation: The project must involve a systematic process of testing and evaluating alternatives.
Technological in Nature: The activities must rely on principles of the hard sciences, such as engineering, computer science, or mathematics.
How AI Projects Fit the Criteria
AI-related projects often satisfy the IRS’s requirements, particularly when they involve:
Developing New Algorithms: Creating novel machine learning algorithms or models often involves experimentation and addresses technical uncertainty.
Training Models for New Applications: Applying AI to unique problems may require testing various data sets, refining processes, and overcoming technological challenges.
Integrating AI with Existing Systems: Ensuring AI works seamlessly within existing software or hardware can involve significant engineering and experimentation.
Improving AI Performance: Enhancing accuracy, speed, or efficiency in AI models often requires systematic testing and iteration.
When AI May Not Qualify
Not all AI work will meet the R&D Tax Credit’s criteria. Routine or administrative use of AI—such as implementing off-the-shelf AI tools without modification—does not typically involve the elimination of technical uncertainty or a process of experimentation. For example:
Using AI tools for marketing or customer support without customization or novel development.
Applying pre-built AI models without attempting to modify or improve their performance.
Key Documentation for AI-Related R&D Claims
To claim the R&D Tax Credit, businesses must document their qualifying activities thoroughly. For AI projects, this may include:
Project descriptions outlining the technical challenges and goals.
Records of testing and experimentation, including alternative approaches considered.
Time tracking for employees involved in development and experimentation.
Expenditures related to wages, supplies, and third-party contractors.
Real-World Examples of AI in R&D Tax Credit Claims
A real estate broker creates a custom AI tool using GPT technology to write tailored sales copy for property listings. The project involves training the AI on industry-specific data, experimenting with different model parameters, and integrating the tool with the firm’s existing CRM software. This process of development, testing, and refinement addresses technical uncertainties and qualifies as R&D.
A fintech company develops a new AI algorithm to detect fraud more effectively than existing methods.
A healthcare startup uses machine learning to create a tool for diagnosing medical conditions based on image analysis, requiring extensive testing and optimization.
A logistics firm integrates AI into its routing systems to improve delivery efficiency, requiring custom engineering and experimentation.
How to Maximize Your R&D Credit for AI Projects
If you’re investing in AI development, consider the following steps to maximize your R&D Tax Credit:
Consult a Specialist: Tax professionals experienced in R&D credits can help ensure your claims are compliant and maximized.
Keep Detailed Records: Document every phase of your AI project, from initial concept through testing and implementation.
Review State Incentives: Many states offer their own R&D tax credits, which can supplement federal savings.
AI innovation is transforming industries, and the R&D Tax Credit can help offset the costs of your cutting-edge projects. By understanding the requirements and documenting your efforts, you can take full advantage of this valuable tax incentive.

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