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  • When the Customer Is an Agent, Math Can’t Be a Guess
    Problems with AI Math | Industry Research

    When the Customer Is an Agent, Math Can’t Be a Guess

    ByBill Kelly January 13, 2026

    Last April, Tina He asked a deceptively simple question that still echoes when we consider agent math: What happens when AI agents become your primary users? That question opened a clear line of inquiry. If AI agents are the ones clicking buttons, reading documents, and deciding what APIs to call, then a lot of software…

    Read More When the Customer Is an Agent, Math Can’t Be a GuessContinue

  • AI-Calculations - don't know how we got that number
    Problems with AI Math

    The Most Dangerous Answer in Finance: “I Don’t Know How We Got That Number”

    ByElia Freedman January 7, 2026January 7, 2026

    I’ve sat at tables during funding pitches and heard a senior leader ask, “How did you determine that number?” The last answer the senior leader wants to hear is, “I don’t know.” Or worse: “I did the math and got a different answer.” In finance, this is even more dangerous. It’s a regulated industry, and…

    Read More The Most Dangerous Answer in Finance: “I Don’t Know How We Got That Number”Continue

  • AI Math Workflows
    Industry Research | Problems with AI Math

    What’s Possible When AI Math is No Longer a Blocker?

    ByBill Kelly January 2, 2026January 2, 2026

    AI Math doesn’t have to guess. See how reliable, deterministic calculation unlocks real AI workflows like ROI analysis, what-if modeling, and scenario planning.

    Read More What’s Possible When AI Math is No Longer a Blocker?Continue

  • AI Math from LLMs is not auditable
    Problems with AI Math

    Math You Can’t Audit Is Math You Can’t Use

    ByElia Freedman December 30, 2025December 30, 2025

    Math you can’t audit is math you can’t use—especially in AI workflows. Language models guess; TrueMath proves. When precision, repeatability, and traceability matter, TrueMath turns natural language into deterministic, auditable calculations with full visibility into every step. Don’t settle for probabilistic math. Get results you can explain, repeat, and trust.

    Read More Math You Can’t Audit Is Math You Can’t UseContinue

  • Claude for Financial Services
    Industry Research | Problems with AI Math

    Claude for Financial Services Takes AI Deeper — Here’s How to Make it Count

    ByBill Kelly December 22, 2025December 28, 2025

    In July 2025, Anthropic announced a new enterprise offering: Claude for Financial Services. It’s a natural evolution of where generative AI is heading. Smarter interfaces for domain-specific reasoning, tuned for the complex, regulated world of financial institutions. Banks, asset managers, insurers, and fintechs all have similar goals: interpret a mountain of financial data, reduce manual…

    Read More Claude for Financial Services Takes AI Deeper — Here’s How to Make it CountContinue

  • Why AI Math Needs Deterministic Infrastructure: Lessons from IBM’s LLM Output Drift Study
    Problems with AI Math | Industry Research

    Why AI Math Needs Deterministic Infrastructure: Lessons from IBM’s LLM Output Drift Study

    ByBill Kelly December 13, 2025December 24, 2025

    LLMs Are Powerful — But Unreliable for Math Large Language Models (LLMs) have unlocked a new era of productivity: summarizing documents, generating code, writing policy memos, and answering complex questions with ease. But when it comes to mathematical reliability, their probabilistic nature becomes a liability. A new study by IBM Research — LLM Output Drift:…

    Read More Why AI Math Needs Deterministic Infrastructure: Lessons from IBM’s LLM Output Drift StudyContinue

  • LLM Math: Why 99.9% Right is Still 100% Wrong
    Problems with AI Math

    LLM Math: Why 99.9% Right is Still 100% Wrong

    ByElia Freedman December 13, 2025December 15, 2025

    “LLM math is close enough. And it’s getting better!” I hear this a lot when developers (or investors) talk about LLM-generated calculations. And I get it. If all you need is a quick, “general ballpark” answer, close enough feels fine. Use it, iterate, do the hard math later. Two problems with that: 1. In regulated…

    Read More LLM Math: Why 99.9% Right is Still 100% WrongContinue

  • LLMs Are Guessing at Math TrueMath
    Problems with AI Math

    LLMs Are Guessing at Math (And That’s a Problem)

    ByElia Freedman December 8, 2025December 15, 2025

    Let’s be clear: the tech is so cool! I ask a question and it gives me an answer using a wealth of knowledge from all over the web. It synthesizes information that would have taken forever to track down, helps me organize random streams of thought, and has helped me write code I never could…

    Read More LLMs Are Guessing at Math (And That’s a Problem)Continue

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