
WP Product Talk AI for Operations: Building Better Internal Systems Behind the Scenes
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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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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.
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.
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.
