Love the entity-first framing for Discover optimization. The bubble chart visualzation for entity perf is something I've wanted to build for ages but never had clean enough NER data to pull it off. One thing I'd add is that the "golden hour" effect you mention gets compunded by timezone clustering, meaning if you publish at 6am EST, the initial cohort saturation happens way faster than if you publish at noon because teh engaged mobile users are alredy awake and scrolling. Seen this play out with finance content where early morning publish times get better Discover traction just becuase the demographic skews older and they check their phones earlier.
Thank you very much! Yeah the more you know about your expected audience, the better your knowledge of the cohort and their lifestyles the better isn't it.
If you can make it work at scale, then connecting to wikidata or the knowledge graphs and disambiguating based on the surrounding content works really well for me.
Just needs some aggressive caching I think for real scake
Love the entity-first framing for Discover optimization. The bubble chart visualzation for entity perf is something I've wanted to build for ages but never had clean enough NER data to pull it off. One thing I'd add is that the "golden hour" effect you mention gets compunded by timezone clustering, meaning if you publish at 6am EST, the initial cohort saturation happens way faster than if you publish at noon because teh engaged mobile users are alredy awake and scrolling. Seen this play out with finance content where early morning publish times get better Discover traction just becuase the demographic skews older and they check their phones earlier.
Thank you very much! Yeah the more you know about your expected audience, the better your knowledge of the cohort and their lifestyles the better isn't it.
If you can make it work at scale, then connecting to wikidata or the knowledge graphs and disambiguating based on the surrounding content works really well for me.
Just needs some aggressive caching I think for real scake