Innovate robotic systems and automation platforms. Robotics and automation companies across the U.S. are pushing boundaries in machine vision, autonomous systems, collaborative robots, and advanced control architectures. Many of these efforts qualify for the federal R&D Tax Credit under IRC §41, as well as numerous state‑level credits.

Examples of qualifying activities in robotics development
- Robotic Arm Design & Prototyping Building first‑article prototypes, testing varying kinematics, improving payload vs speed trade‑offs.
- Autonomous Mobile Robots (AMRs) & Navigation Systems Algorithms for obstacle avoidance, mapping, SLAM (Simultaneous Localization and Mapping), testing in real‑world variable conditions.
- Machine‑Vision & Sensor Integration Developing vision systems that recognise defects, adapt to changing lighting, integrate with robotics control loops, conduct trial runs.
- Collaborative Robot Safety & Human‑Robot Interaction (HRI) Designing and testing safety protocols, sensors for human detection, response systems, iterative trials to ensure reliability.
- Automation Process Engineering Building new end‑of‑line automation, quick‑change tooling robots, integrating robotics into assembly lines, testing throughput and downtime scenarios.
- AI/ML for Robotics Training control algorithms, reinforcement learning for robotic tasks, model iteration and simulation, real‑world deployment testing.
What qualifies as R&D in Robotics & Automation?

To qualify, your robotics‑related R&D must:
- Aim at a permitted purpose — such as a new robotic arm design, autonomous navigation algorithm, collaborative robot safety system, or advanced machine‑vision process.
- Tackle technical uncertainty — for example: “Can we design this robot to reliably pick‑and‑place objects of varying size at 50 % faster than current models?”, “Will the autonomous navigation system operate under varying lighting and obstacle conditions without interruption?”, “Can the vision sensors enable quality control at micro‑level tolerances previously unattainable?”
- Use a process of experimentation — prototyping, simulation, iteration of control algorithms, hardware/software co‑development, failure‑testing and re‑design.
- Be technological in nature, grounded in mechanical engineering, electrical engineering, control systems, robotics software/hardware integration, sensor/vision systems or AI/ML for robotics.
Qualified Research Expenses (QREs)
Roles commonly involved in qualifying activities
- Robotics & Automation Engineers
- Controls Systems Engineers
- Machine‑Vision & Sensor Integration Specialists
- Software/AI Engineers for Robotics
- Test Engineers and Prototyping Technicians
- External research labs or partners in materials/sensor innovation
What does not qualify
- Routine production of existing robotic systems or standard automation deployment without experimentation
- Using an off‑the‑shelf robot solution without design or performance improvement
- General business, sales, marketing or administrative tasks
- Capital equipment purchases not tied to documented R&D experimentation
Compliance and Documentation
Following the One Big Beautiful Bill Act (OBBBA) signed July 4, 2025, §174 now allows immediate expensing of domestic research expenses for tax years beginning on or after January 1, 2025. Taxpayers may also elect optional amortization under new §174A. Foreign research expenses must still be amortized over 15 years. This is separate from the §41 credit but impacts overall tax planning.
Maintain clear records of:
- Project briefs stating objectives/hypotheses (e.g., “Can the robot pick and place 1,000 units/hour with < 1 % failure rate while reducing cycle time by 20 %?”)
- Prototype build logs, iteration history, failure logs, simulation vs real‑world results
- Time tracking of personnel by project, differentiating R&D vs routine tasks, payroll records
- Material usage, sensor/vision test results, test bench data, external research reports This supports the Four‑Part Test under §41 (permitted purpose, uncertainty, experimentation, technological in nature).
Frequently Asked Questions
Yes — provided they engage in true experimentation or innovation in robotic systems, sensors, control algorithms, or automation processes, rather than simply producing or deploying standard equipment.
Wages of engineers and technicians working on experiments, supplies used in prototyping/trials, simulation/cloud compute costs, and certain contract research.
Examples include designing new robot architectures, machine‑vision integration trials, autonomous navigation systems, robotics control algorithm research, end‑of‑line automation redesign.
Standard manufacturing or production of robots, using off‑the‑shelf solutions without innovation, general maintenance or administrative tasks.
Keep detailed project charters outlining objectives/uncertainties, logs of prototype builds and tests, iteration history, compute usage, staff time logs, external research agreements — all supporting audit readiness.
Next Steps
Use our calculator to estimate your potential federal and state benefits
Schedule a consultation to structure your row crop research activities
If you are innovating in agriculture, you may already be doing R&D. Let's make sure you are rewarded for it.
Contact Strike Tax Advisory
Ready to maximize your R&D tax credits? Get in touch with our team of experts.
Software & Technology
With just a little info, our Strike Experts can help you start your R&D tax credit journey.
Got questions?
We’ll walk you through our process and take the time to understand yours to make sure you get the most back.
Schedule a MeetingRelated Sub-Industries
Does your state qualify for the State R&D Tax Credit?
Benefits for the R&D Tax Credit vary from state to state. Get an accurate estimate of your potential state tax credit!


