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Why AI Struggles with Investor Decks

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Navigating AI’s Impact on Financial Analysts

Recent findings highlight an intriguing gap between AI performance and real-world financial tasks. Last fall, 23% of job-seeking Harvard MBAs struggled to secure employment, while a recent study by Anthropic emphasized financial analysts as particularly vulnerable to AI displacement. However, the panic may be premature.

Key Insights:

  • AI Limitations:

    • Models like GPT-5.4, Gemini 3.1 Pro, and Claude Opus 4.6 struggle with complex financial reasoning using real-world, multimodal inputs.
    • Performance significantly declines when analyzing visual documents, revealing weaknesses in both visual extraction and financial reasoning.
  • Testing Outcomes:

    • Models performed better with text than images, with accuracy dipping by up to 20 percentage points under image conditions.

Why Does This Matter? Financial analysts must navigate messy data, and AI’s inability to reliably extract information could impact decision-making.

For a deeper dive into our methodology and findings, let’s connect! Share your thoughts on AI’s evolving role in finance below.

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