WP Product Talk

AI for Operations: Building Better Internal Systems Behind the Scenes

10 snips
Feb 12, 2026
Michael Eisenwasser, co-founder of Rapyd Cloud and former BuddyBoss co-founder, is an experienced product leader who builds AI-driven internal tools. He discusses using AI to replace internal systems, build a Jira-like progress tracker, automate testing and Obsidian workflows. Short takes on trade-offs, when custom ops tools beat SaaS, and why internal tooling is the biggest overlooked AI opportunity for small teams.
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ADVICE

Replace Painful External Tools

  • Build internal tools when they solve real workflow pain and let you iterate without external lock-in.
  • Document logic as markdown so AI and future devs can understand and maintain the tool easily.
ANECDOTE

Rapid Progress Tracker Case Study

  • Michael built a 'Rapid Progress Tracker' to replace JIRA and improve team organization.
  • He shipped a usable internal version in about three weeks and polished it over two months.
INSIGHT

Maintenance Trade-Offs Favor Simplicity

  • Internal bespoke tools can be easier to maintain than bloated vendor platforms.
  • External tools often force workaround complexity and vendor-driven changes that increase maintenance overhead.
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