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Oracle

Oracle Advances Semantic Search

By Mesoclever Editorial Team
April 19, 2026 5 Min Read
0


Oracle has made a significant breakthrough in the field of semantic search, introducing a new technology that can deliver reliable results at scale in the enterprise without relying on large language models (LLMs) or retrieval-augmented generation (RAG) Oracle delivers semantic search without LLMs. This development has the potential to revolutionize the way companies search and retrieve information, and it comes at a time when Oracle is undergoing a significant transformation to become an artificial intelligence (AI) infrastructure behemoth. The company’s efforts to innovate and expand its offerings are crucial, given the intense competition in the tech industry and the high expectations from investors.

The introduction of Trusted Answer Search, Oracle’s new semantic search technology, is a testament to the company’s commitment to innovation and its determination to stay ahead of the curve. According to Tirthankar Lahiri, SVP of mission-critical data and AI engines at Oracle, Trusted Answer Search works by having enterprises define a curated “search space” of approved reports, documents, or application endpoints paired with metadata, and then using vector-based similarity to match a user’s natural language query to the most relevant of pre-approved targets Oracle delivers semantic search without LLMs. This approach allows for more accurate and reliable search results, which is essential for businesses that rely on fast and accurate access to information.

The significance of Oracle’s new semantic search technology cannot be overstated, especially in the context of the company’s ongoing transformation. Oracle’s stock has been on a wild ride, with the company’s market value fluctuating wildly over the past year Wall Street Is Wrong About Oracle Stock. Here’s Why.. Despite this, Wall Street remains overwhelmingly bullish on Oracle, with 28 out of 35 analysts covering the stock rating it a buy or strong buy. The median price target sits around $260, implying roughly 60% upside from the current price. However, some investors are concerned about Oracle’s debt levels, which have ballooned to $149 billion as of February 2026, nearly double what it was three years ago.

The Rise of Semantic Search

The introduction of Trusted Answer Search is a significant development in the field of semantic search, which has been gaining traction in recent years. Semantic search refers to the ability of a search engine to understand the context and intent behind a user’s query, and to return results that are relevant and accurate. This is in contrast to traditional search engines, which rely on keyword matching and often return irrelevant results. Oracle’s new technology is a major breakthrough in this field, as it allows for more accurate and reliable search results without relying on LLMs or RAG.

The implications of this technology are far-reaching, and could potentially disrupt the way companies search and retrieve information. With Trusted Answer Search, businesses can define a curated search space of approved reports, documents, or application endpoints, and then use vector-based similarity to match a user’s natural language query to the most relevant of pre-approved targets. This approach allows for more accurate and reliable search results, which is essential for businesses that rely on fast and accurate access to information. According to Oracle delivers semantic search without LLMs, Trusted Answer Search can deliver reliable results at scale in the enterprise, which is a major advantage over traditional search engines.

Oracle’s Transformation

Oracle’s introduction of Trusted Answer Search is part of a larger effort by the company to transform itself into an AI infrastructure behemoth. The company is positioning itself to compete with the likes of Amazon, Microsoft, and Alphabet’s Google, and is investing heavily in AI research and development. According to Wall Street Is Wrong About Oracle Stock. Here’s Why., Oracle’s cloud revenue grew 44% year over year to $8.9 billion last quarter, and the company’s remaining performance obligations hit a staggering $553 billion, up 325% from the prior year. These numbers are impressive, but they also highlight the challenges that Oracle faces as it attempts to transform itself into a major player in the AI infrastructure market.

The Challenges Ahead

Despite the excitement around Oracle’s new semantic search technology, there are challenges ahead for the company. One of the major concerns is Oracle’s debt levels, which have ballooned to $149 billion as of February 2026, nearly double what it was three years ago Wall Street Is Wrong About Oracle Stock. Here’s Why.. This has raised concerns among investors, who are worried about the company’s ability to service its debt and maintain its investment in AI research and development. Additionally, the company faces intense competition in the tech industry, and will need to continue to innovate and expand its offerings in order to stay ahead of the curve.

The Future of Search

The introduction of Trusted Answer Search is a significant development in the field of semantic search, and has the potential to revolutionize the way companies search and retrieve information. As AI technology continues to evolve, we can expect to see even more advanced search capabilities, including the ability to understand natural language and to return results that are relevant and accurate. According to Oracle delivers semantic search without LLMs, Trusted Answer Search is just the beginning, and we can expect to see even more innovative technologies in the future.

The future of search is likely to be shaped by the ongoing development of AI technology, and companies like Oracle are at the forefront of this effort. As we look ahead to the future, it is clear that the ability to search and retrieve information quickly and accurately will be essential for businesses, and that companies that can provide this capability will be well-positioned for success. With Trusted Answer Search, Oracle has taken a significant step forward in this effort, and it will be interesting to see how the company continues to innovate and expand its offerings in the years to come.

As the tech industry continues to evolve, it is likely that we will see even more advanced search capabilities, including the ability to understand natural language and to return results that are relevant and accurate. The introduction of Trusted Answer Search is a significant development in this effort, and it will be interesting to see how the company continues to innovate and expand its offerings in the years to come. One thing is certain, however: the future of search is likely to be shaped by the ongoing development of AI technology, and companies like Oracle are at the forefront of this effort. The question is, what will the future of search look like, and how will companies like Oracle shape this future? Only time will tell, but one thing is certain: the introduction of Trusted Answer Search is just the beginning.

Tags:

AI InfrastructureAI TechnologyEnterprise SearchNatural LanguageOracleOracle InnovationSemantic SearchTech TransformationTrusted AnswerVector Search
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Mesoclever Editorial Team

Mesoclever covers artificial intelligence, cloud infrastructure, semiconductors, and major technology platforms. Our editorial team uses AI-assisted tools to identify and draft coverage of significant stories, with all content reviewed against editorial standards before publication.

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