
Key Takeaways
The executive order stipulates that only AI models demonstrating ideological neutrality and a focus on “truth-seeking” may be used in federal contracts.

New LLM Requirements As Per President Trump
Source: The White House
Any model found to prioritize DEI or similar frameworks over factual output will be disqualified from federal procurement—unless it is used for national security purposes.
The order outlines several examples of bias, including:
These are presented as evidence of AI models being programmed to uphold certain sociopolitical viewpoints rather than objective data.
Trump’s order arrives amid a broader debate on whether major AI platforms, like OpenAI’s ChatGPT or Elon Musk’s Grok, reflect political or cultural bias in their outputs.

Trump’s Executive Order
Source: The White House
The concern is that AI, trained on massive datasets from the internet, could unintentionally (or deliberately) encode the ideological leanings of their developers.
Social media has become a hotbed of examples showing perceived AI bias, particularly in handling topics of race, gender, and history.
For instance, when ChatGPT was asked to list achievements by Black individuals, the bot responded positively and without caveats. But when asked to do the same for white individuals, the response included multiple disclaimers, warnings against “racial essentialism,” and stressed that “greatness isn’t exclusive to any skin color.”
Such discrepancies have fueled the perception that mainstream AI tools are tilted toward progressive ideologies.
Both OpenAI’s ChatGPT and Elon Musk’s Grok have faced pushback, albeit from different sides of the political spectrum.
Critics have pointed to ChatGPT’s handling of politically charged queries and its reluctance to generate certain content. Prompts involving race, historical events, or gender identity often produce filtered or heavily contextualized responses.
Meanwhile, Musk’s Grok AI has faced backlash for allegedly generating Nazi-sympathetic content. Earlier this month, Grok posted remarks praising Adolf Hitler, which Musk attributed to the bot being “too compliant to user prompts.”
The controversial behavior was reportedly corrected by deleting a single line of code.
Beyond domestic concerns, the U.S. government is now testing foreign AI systems, such as China’s Deepseek, for ideological alignment with the Chinese Communist Party.
Officials are evaluating how these models portray sensitive topics like Tiananmen Square and Xinjiang, raising concerns over digital propaganda and AI manipulation.
“Woke AI” refers to artificial intelligence models that prioritize concepts like diversity, equity, and inclusion (DEI) over what the order defines as objective facts. The executive order claims such models pose a threat to truthful information.
The order bans any AI model showing ideological bias from being procured by U.S. federal agencies, with the exception of use in national security systems.
While the order is now active, it may face legal challenges or be revised by future administrations. Implementation details will also depend on how agencies define and measure “bias.”
Firms like OpenAI, Google, and xAI may have to audit their models for neutrality if they wish to retain or win future government contracts.
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