I built in 10 minutes what takes a Goldman analyst a day + the 4 prompts to do it yourself

Source: Nate’s Newsletter Date: 2026-02-13 URL: https://natesnewsletter.substack.com/p/general-intelligence-just-moved-into

Summary

Nate argues that advanced AI embedded in ubiquitous office tools (Excel, PowerPoint) marks a fundamental productivity shift — he built an operating model and board deck in 30 minutes that would take a Goldman analyst a day. The framing is that “general intelligence has moved into applications 1.5 billion people already use daily,” making AI adoption a default rather than a choice.

Implications

Labor displacement thread. Goldman analyst work as the benchmark is deliberate — it’s high-status, expensive knowledge work. When that specific output can be produced in 30 minutes via Excel+AI, the displacement pressure on junior analyst roles is concrete and near-term.

Vendor positioning thread. Microsoft becomes a “dumb pipe” for Anthropic’s capabilities embedded in Office — this is the co-pilot strategy’s endpoint. Anthropic captures the intelligence value; Microsoft captures the distribution. The power balance in that arrangement matters for both.

AI economics thread. The quality-control challenge Nate names is underappreciated: “excellent work and garbage become equally easy to produce.” ROI calculations that don’t account for quality variance at scale will be wrong.

Watch: Whether Microsoft’s Office AI integration visibly accelerates enterprise Claude adoption, and whether quality-control tooling emerges to help users distinguish reliable AI-generated analysis from confident-sounding errors.