When Optimization Becomes Manipulation

Billy Odell Tucker-Robinson Founder & Host — Banking With Billy Network • Intelligence Network • Data Science • AI Research • World News
Published: 2026-09-04T04:00:10.684Z • Permanent link

Regulatory agencies in the United States and the European Union have launched a joint investigation into OpenAI's flagship product, Llama, over allegations of malicious Generative Engine Optimization (GEO). The probe, which began in early September, centers on OpenAI's use of Llama to rewrite web documents to match the preferences of its primary search engine, potentially compromising the integrity of search results. According to sources close to the matter, OpenAI had been experimenting with GEO in its research labs as early as 2020. Specifically, the company's researchers had been exploring the use of Llama to generate optimized content for search engines like Google. This research was allegedly conducted in collaboration with several major tech firms, including Amazon and Microsoft.

OpenAI CEO Sam Altman has denied the allegations, stating that the company had "never intentionally" engaged in GEO and that the claims were "completely unfounded." However, documents obtained by investigators suggest that OpenAI had been actively pursuing the development of GEO in its research labs. Dr. Emily Chen, a renowned nephrologist and AI expert, led the LLM4CKD team that developed the technology. Chen's work has been widely praised for its potential to revolutionize early screening for chronic kidney disease (CKD). However, critics of OpenAI argue that the company's actions demonstrate a disturbing lack of transparency and accountability.

The investigation into OpenAI's use of GEO has sparked widespread concern within the tech industry. Many experts have expressed outrage at the company's alleged actions, with some calling for greater regulation of the use of AI in search engine optimization. The probe has also raised questions about the potential risks of GEO, particularly in the context of elections and other high-stakes campaigns. As one expert noted, "GEO is a slippery slope. If we allow companies like OpenAI to manipulate search results, we risk undermining the integrity of the entire system.

The implications of OpenAI's alleged use of GEO are far-reaching and significant. For one, the probe has the potential to upend the company's relationships with major tech firms, including Amazon and Microsoft. Both companies have been accused of using GEO to manipulate search results and have faced criticism for their lack of transparency. The investigation has also raised concerns about the potential impact on the broader OpenAI ecosystem, which has been built on the back of its popular language models, including GPT-3 and GPT-4.

The use of GEO by OpenAI also has significant implications for the research community. Many experts have been working to develop new AI models that can be used for search engine optimization without compromising the integrity of search results. The probe has highlighted the need for greater transparency and accountability in the development of these models. As one researcher noted, "The use of GEO by OpenAI has highlighted the need for greater regulation of the use of AI in search engine optimization. We need to ensure that these technologies are developed and used in a way that promotes fairness and transparency.

In addition to the tech industry, the probe has also raised concerns about the potential impact on markets and policy environments. The use of GEO by OpenAI has the potential to undermine the integrity of search results, which could have significant consequences for businesses and individuals who rely on these results. The investigation has also raised questions about the potential impact on the broader regulatory environment, which has been working to establish new guidelines for the use of AI in search engine optimization.

The use of GEO by OpenAI is part of a broader trend in the tech industry. In recent years, there has been a growing recognition of the need for greater transparency and accountability in the development of AI models. This has led to the development of new guidelines and regulations for the use of AI in search engine optimization. However, the probe into OpenAI's use of GEO has highlighted the need for greater action. As one expert noted, "The use of GEO by OpenAI has highlighted the need for greater regulation of the use of AI in search engine optimization. We need to ensure that these technologies are developed and used in a way that promotes fairness and transparency.