Risk-Based App Categories: Prototypes, Internal Tools, and External Products
Susannah Greenwood
Susannah Greenwood

I'm a technical writer and AI content strategist based in Asheville, where I translate complex machine learning research into clear, useful stories for product teams and curious readers. I also consult on responsible AI guidelines and produce a weekly newsletter on practical AI workflows.

5 Comments

  1. Kristina Kalolo Kristina Kalolo
    May 10, 2026 AT 13:34 PM

    I've seen this happen in two previous roles. The trick is usually showing them the cost savings rather than the technical benefits. If you can prove that over-securing prototypes delays product launches by weeks, the money talk usually works better than the risk talk.

  2. ravi kumar ravi kumar
    May 12, 2026 AT 13:22 PM

    Great point about the financial angle. In my experience, framing it as 'efficiency' rather than 'security reduction' helps too. You are not removing safety; you are allocating resources where they generate value. It's a subtle shift in language that often opens doors with management.

  3. Megan Blakeman Megan Blakeman
    May 13, 2026 AT 12:39 PM

    This is such a helpful framework! :D I really like the idea of dynamic recategorization because static labels feel so outdated quickly. We have a tool that started as internal and now partners use it, and it was a nightmare to retrofit security later. Wish we had read this sooner!!

  4. Akhil Bellam Akhil Bellam
    May 14, 2026 AT 03:18 AM

    Oh, please. This is elementary stuff for anyone who has actually practiced software engineering with any degree of sophistication. Treating a hackathon script like a banking backend isn't just inefficient; it's an insult to the concept of risk assessment. One must understand that security is not a monolith but a spectrum of calculated exposures. To suggest otherwise is to embrace mediocrity.

  5. Amber Swartz Amber Swartz
    May 15, 2026 AT 22:44 PM

    Wow, what a tone. Did you wake up on the wrong side of the bed? Just because you know the basics doesn't mean everyone else does. Not all teams have your 'sophistication.' Some of us are trying to build things without burning out our developers. Maybe try being less pretentious and more helpful next time?

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