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AI UseCase Intake& Risk Register Toolkit
Log an AI use case once. Get it scored, flagged, tracked
Most AI risk register templates are either a free static spreadsheet with no logic behind it, or a five-figure enterprise GRC platform with a six-month procurement cycle. This is the in-between: a Use Case Intake form, Risk Register, and EU AI Act risk classifier that are actually linked to each other — not three disconnected sheets you're retyping the same data into. 18 tabs, 87 questions, 14 categories, one Use Case ID connecting all of it.
ery AI governance template I could find was either a free static spreadsheet with no logic behind it, or a five-figure enterprise GRC platform with a six-month procurement cycle. Nothing in between.
So I built the in-between version: a workbook where a Use Case Intake form, a Risk Register, and an EU AI Act risk classifier are actually linked to each other — log a use case once, and it's already flagged, already scored, already showing up in the right place. No retyping the same information three times across three disconnected sheets.
A few things I'm especially glad I got right:
It's built for the whole lifecycle, not a one-time form — half the tabs are meant to stay blank until a system is actually built, and it tells you that up front instead of leaving you guessing
You don't need to already know what "EU AI Act Annex III" means — there's a plain-English reference built in, with real examples, right next to the dropdown that uses it
Every risk gets tracked as inherent and residual, with a documented response (Mitigate/Accept/Transfer/Avoid) — not just a single risk score that tells you nothing about what to actually do
There's also a free 70-term AI Governance Field Guide if you just want the vocabulary without the workbook.
Would love feedback from anyone doing AI governance, compliance, or risk work day to day — especially on what's missing.
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About AI UseCase Intake& Risk Register Toolkit on Product Hunt
“Log an AI use case once. Get it scored, flagged, tracked”
AI UseCase Intake& Risk Register Toolkit was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #10 on the daily leaderboard. Most AI risk register templates are either a free static spreadsheet with no logic behind it, or a five-figure enterprise GRC platform with a six-month procurement cycle. This is the in-between: a Use Case Intake form, Risk Register, and EU AI Act risk classifier that are actually linked to each other — not three disconnected sheets you're retyping the same data into. 18 tabs, 87 questions, 14 categories, one Use Case ID connecting all of it.
AI UseCase Intake& Risk Register Toolkit was featured in Productivity (658.2k followers), Artificial Intelligence (475.9k followers) and Security (2.8k followers) on Product Hunt. Together, these topics include over 271.3k products, making this a competitive space to launch in.
Who hunted AI UseCase Intake& Risk Register Toolkit?
AI UseCase Intake& Risk Register Toolkit was hunted by Governance AI Studio. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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