For creators and product teams examining short-form video recommendations, map the loop from video selection to viewer response and the next feed choice. Compare signals such as watch time, skips, likes, and replays with the outcomes you care about. Get testable explanations for observed patterns, questions to investigate, and measurement ideas for your next review.
Recommendation Loops
Map how short-form video viewer signals shape the next recommendations and what to test.
Use Recommendation Loops
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What it writes
- Recommendation loop map and signal questions
- Viewer behavior hypotheses to investigate
- Test ideas with measurement suggestions
How to use it
In your first message, describe what determines the next video, name each viewer signal and its definition, and include a time period, observed change, and goal. That lets the review connect hypotheses to measurable outcomes.
What you bring
- How videos are selected and shown next
- Signal names, definitions, and time period
- Your goal and audience
- A specific recommendation loop to examine
A good fit for
- Trying to explain why viewers see certain videos after watching or skipping
- Planning a test after watch time or replay patterns changed
- Reviewing which viewer actions should influence the next set of videos
Ways to start
A few requests this Agent can handle.
Our clips average 22 seconds, and viewers watch 14 seconds before swiping. Explain possible loop effects and suggest a test for the next two weeks.
We rank cooking videos by completion, saves, and replays. Saves rose while watch time fell last month; give me hypotheses to check.
We recommend another video from the same topic after a like, but not after a full watch. What assumptions should we test with our small audience?
Good to know
This workspace provides text assistance.
- Accessing platform accounts or live recommendation systems
- Predicting or guaranteeing reach and engagement
- Reviews only the loop and metrics you describe
- Cannot inspect platform code or measure live feed behavior
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Use it as a draft to review and adapt. Verify calculations, facts, rights, and suitability before relying on it. Do not provide information you do not have permission to share.
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