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    Jagged Intelligence Is What’s Wrong With Enterprise AI According to Salesforce

    Today’s AI is jagged, so we need to work on that.

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    Jagged Intelligence Is What’s Wrong With Enterprise AI According to Salesforce

    Salesforce is addressing a core obstacle in deploying artificial intelligence across business environments: the inconsistency of AI performance in unpredictable, real-world scenarios. Described by the company as “jagged intelligence,” this phenomenon refers to the uneven abilities of AI systems where high performance in certain tasks fails to translate into reliable execution across enterprise functions.

    Unveiled during a detailed research briefing, Salesforce AI Research introduced new models, benchmarks, and agent frameworks aimed at closing this gap. The company’s goal is to improve not only the capabilities but also the consistency of AI systems operating in business-critical contexts, what it now defines as “Enterprise General Intelligence,” or EGI.

    “While LLMs may excel at standardized tests, plan intricate trips, and generate sophisticated poetry, their brilliance often stumbles when faced with the need for reliable and consistent task execution in dynamic, unpredictable enterprise environments,” said Silvio Savarese, Salesforce’s Chief Scientist and Head of AI Research.

    Savarese emphasized that Salesforce is not pursuing Artificial General Intelligence (AGI), but instead focusing on EGI AI agents designed specifically for business demands, where operational consistency and contextual understanding are essential. “While AGI may conjure images of superintelligent machines surpassing human intelligence, businesses aren’t waiting for that distant, illusory future. They’re applying these foundational concepts now to solve real-world challenges at scale,” he added.

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    About the author

    Anshika Mathews

    Anshika is the Global Media Lead for AIM Media House. She holds a keen interest in technology and related policy-making and its impact on society.

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