• How People Use AI

    How People Use AI0

    How People Use ChatGPT∗ Aaron Chatterji1,2 Tom Cunningham1 David Deming3 Zo¨e Hitzig1,3 Christopher Ong1,3 Carl Shan1 Kevin Wadman1   1OpenAI 2Duke University 3Harvard University   September 15, 2025 Abstract Despite the rapid adoption of LLM chatbots, little is known about how they are used. We document the growth of ChatGPT’s consumer product from its launch

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  • Credit Operations Productivity Power-Ups for Subcontractors

    Credit Operations Productivity Power-Ups for Subcontractors0

    Practical fixes for subcontractors to streamline billing, coordination, and collections. By Patrick Hogan, handle.com Credit tasks in a subcontracting business rarely follow a straight path. Billing, documentation, follow-ups, and approvals often move between people without a clear system. In some teams, the responsibility gets shared. In others, it lands on whoever remembers it last. Most

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  • A New Dawn for Business Tax: How the One Big Beautiful Bill Reshapes the Tax Landscape

    A New Dawn for Business Tax: How the One Big Beautiful Bill Reshapes the Tax Landscape0

    By John Rose, Sam Tuck, Jeffrey Gershen; Aprio The tax landscape for U.S. businesses is undergoing a dramatic transformation with the enactment of H.R.1, commonly known as the One Big Beautiful Bill (OBBB). Signed into law on July 4, this legislation extends, modifies, and, in many cases, makes permanent key provisions initially established under the

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