The USPTO has just delivered a major victory for American innovation by issuing new guidance that dramatically reduces bureaucratic barriers blocking AI and machine learning patents.
Story Highlights
- USPTO’s August 2025 memo instructs examiners to stop aggressively rejecting AI/ML patents as “abstract ideas”
- New guidance restores pre-2024 practices allowing neural network training claims to qualify for patent protection
- Policy shift expected to unleash American innovation by providing clearer, more predictable patent standards
- Move reverses bureaucratic overreach that unfairly blocked legitimate technological inventions from protection
USPTO Reverses Aggressive Patent Rejection Policies
Commissioner Kim’s August 4, 2025 memorandum directly addressed years of excessive government interference in the patent process that blocked legitimate AI and machine learning innovations. The memo instructs examiners in Technology Centers 2100, 2600, and 3600 to abandon their overly aggressive approach to rejecting patent applications as “abstract ideas.” This bureaucratic overreach had created unnecessary barriers for American inventors and entrepreneurs trying to protect their technological breakthroughs, undermining the constitutional purpose of patent protection.
USPTO Aims to Boost #Patent Eligibility of #AI and ML Inventions https://t.co/PQBQ4AB29L @ArentFoxSchiff#innovation
— National Law Review (@natlawreview) August 12, 2025
The new guidance implements a “two-consideration” test that requires examiners to properly balance technical improvements against abstract concepts, ending the previous practice of oversimplifying complex AI and ML inventions. This approach restores common-sense evaluation standards that recognize the genuine technological contributions these innovations provide to American industry and national competitiveness.
Restoration of Constitutional Patent Protections
The memo specifically reverses harmful policies from the 2024 guidance that made it nearly impossible to patent neural network training methods. Under the corrected approach, claims involving training neural networks will likely be considered non-abstract and eligible for protection, restoring the proper constitutional balance. This change eliminates bureaucratic discrimination against AI and ML technologies that had no basis in law or logic.
Legal experts confirm the memo’s practical effect is to “dial back aggressive eligibility rejections” that violated the fundamental principle that genuine technological improvements deserve patent protection.
USPTO Aims to Boost #Patent Eligibility of #AI and ML Inventions https://t.co/PQBQ4AB29L @ArentFoxSchiff#innovation
— National Law Review (@natlawreview) August 12, 2025
The previous hostile approach had created an arbitrary double standard where AI innovations faced harsher scrutiny than other technologies, despite their clear technical merit and economic value to American industry.
Watch: USPTO Patent Drawing Requirements 2025
Victory for American Innovation and Competition
This policy correction delivers immediate benefits to American inventors, startups, and established technology companies who had been unfairly penalized by government overreach. Patent attorneys expect significantly fewer eligibility-based rejections for AI and ML applications, allowing genuine innovations to receive the protection they deserve under constitutional principles. This change strengthens America’s competitive position against foreign rivals who have been gaining ground while our own government blocked domestic innovation.
The restoration of proper patent standards represents a broader victory for limited government and constitutional principles, demonstrating that bureaucratic excess can be corrected when officials recognize the importance of protecting American innovation. By eliminating arbitrary barriers and restoring predictable standards, the USPTO has taken a crucial step toward unleashing the full potential of American technological leadership in artificial intelligence and machine learning.
Sources:
AI Patent Eligibility 2025: Key Takeaways from the USPTO’s August Memo
USPTO Internal Memo Suggests that Patenting AI Inventions May Become Easier
Subject matter eligibility – USPTO
August USPTO subject-matter eligibility (SME) reminder mem
