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LLM Math Pro

Author

Byron Malone

Founder & Editor, Bedrocka Tools

byron@bedrockatools.com · LinkedIn

Byron Maloneis the founder and editor of Bedrocka Tools — the verifiable calculator company — and the founder of Bedrocka Ventures, the AI-native holding company that operates Bedrocka Tools alongside other ventures.

Bedrocka Tools is built on open math, cited sources, and real humans accountable for the work. Byron is not a licensed financial advisor, CPA, or attorney. Calculators are designed to make readers better-informed buyers of professional advice — see thedisclaimer.

Areas of expertise

  • Token pricing math — Input/output token cost at Anthropic / OpenAI / Google / Mistral / AWS Bedrock provider pricing
  • Prompt caching economics — Cache write vs. cache hit pricing, breakeven token threshold, workload suitability
  • Provider comparison — Apples-to-apples cost per 1M tokens across providers and models at comparable capability tiers
  • Usage modeling — Budget forecasting from MAU / daily active sessions / average tokens per session modeling
  • AI automation — workflow design, agent architecture, human-in-the-loop systems