For product teams building video feeds, this assistant compares recommendation approaches such as popularity ranking, content similarity, and collaborative filtering. Describe your catalog and viewing signals to get a ranking plan, feature ideas, or pseudocode for candidate scoring. Paste sample metrics to calculate click-through or watch-time comparisons. You leave with an implementation outline, sample scoring logic, or an experiment plan for your recommender.
Video Recommendations
Plan a video recommender using viewing history, video metadata, and engagement data.
Use Video Recommendations
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What it writes
- Video ranking approach comparison
- Recommendation scoring pseudocode
- Feed experiment measurement plan
How to use it
Include your feed goal, available event fields, catalog size, and one example viewer history in your first message. Those specifics make the ranking plan and scoring logic more useful.
What you bring
- Catalog fields and example video records
- Available viewing and engagement events
- Feed objective, such as watch time
- A defined video discovery surface
A good fit for
- Choosing ranking signals for a new video discovery feed
- Diagnosing why viewers stop clicking recommended videos
- Planning an offline test before changing recommendation rankings
Ways to start
A few requests this Agent can handle.
I have 12,000 cooking videos with tags and average watch time. Suggest a simple recommendation ranking for new users.
Our home feed gets clicks but viewers watch only 20 seconds. What metrics and recommendation changes should we examine?
Write pseudocode for combining recent watch history, video tags, and completion rate to rank a personalized feed.
Good to know
This workspace provides text assistance.
- Choosing videos for a personal watchlist
- Production-ready recommendations without engineering review
- Cannot inspect your logs, catalog, or live feed
- Metric calculations depend on numbers you enter
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Can I use the response in my work?
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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