Catch content problems before they pile up.
Two prompts for ongoing housekeeping across the content library, flagging what's unlinked, underused, or duplicated, so clean-up becomes a five-minute task instead of an annual project.
Trusted by scaling L&D teams
Two ways the library stays honest
Not everything published is actually working, these prompts show you what to look at.
Health check
Flags content unlinked to any skill, or getting low engagement.
Content freshness
Flags content covering the same ground as something else already in the library.
One request. A clear list to act on.
Whether you're checking engagement or checking for duplicates, the pattern is the same.
Request a check
An admin asks Thirst AI to scan the library, either for engagement gaps or for overlapping content.
See what's flagged
Unlinked content, low engagement, or duplicate groups are listed, with the reasoning behind each.
Fix, tag, retire, or merge
The admin decides what happens next, nothing changes automatically.
Not everything published is actually working
A library can look healthy from the outside while quietly accumulating content nobody finds or finishes. Health check surfaces that, so clean-up becomes a regular five-minute task instead of an annual project.
- Flags content unlinked to any skill, not just low engagement
- Uses real completion and view data, not guesswork
- Never changes or removes anything automatically
- ✅ 4 pieces of content unlinked to any skill since publication
- ✅ 2 pieces with under 5% completion in the last 90 days
- 💡 One flagged item is a recent upload, may just need more time
Duplication creeps in quietly, especially across teams
Different teams publish content on the same topic all the time, usually without knowing the other version exists. Content freshness surfaces that overlap before a learner finds three different, possibly conflicting, versions.
- Flags content that covers the same ground, not just identical files
- Checks across every space, not just within one team's library
- Never merges or deletes anything without admin approval
- ✅ Two onboarding videos with over 80% overlapping content
- ✅ Published by different teams, six months apart
- 💡 Suggested keeping the more recently updated version
Built for admins, keeps the library honest and lean
Learners
Fewer dead ends and less confusion from outdated, unlinked, or duplicate content.
Managers
More confidence that what you're assigning is current, correct, and worth completing.
Admins
A regular, five-minute way to catch clean-up and duplication before either becomes a backlog.
"People aren't just being trained anymore, they're taking ownership of their learning. They log into Thirst, explore what's available, and even share what they know with others."
Common questions
Does this fix or remove anything automatically? +
No, both prompts only flag. Every decision to tag, edit, archive, or merge stays with the admin.
What counts as low engagement? +
Completion and view rates well below your library's typical average over a set period, currently 90 days.
Does Content freshness delete duplicates? +
No, it surfaces the overlap; merging, retiring, or keeping content is always your decision.
Can I run these on a schedule? +
Currently they're on-demand; ask your account team about scheduled reporting options.
Keep your library lean as it grows
Catch what's unlinked, underused, or duplicated, before learners find it for you.
