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56 articles
Evidence & Myths

Close Friends will not grow you, and that is the point

Close Friends is a restriction, not an amplifier. It has real uses for retention and superfans, but reach is not one of them.

Aubrium Research13 min read
Formats & Craft

Clipping is the highest-leverage move in media — and the music charts prove it

Songs chart years after release because a 15-second clip caught fire. Labels sign artists off clip virality. The industry's own numbers show the lever.

Aubrium Research16 min read
Formats & Craft

Carousels vs reels vs static: the format showdown, settled with mechanics

Instagram's Feed card documents a carousel-specific prediction that does not exist for a static post. Here is what Meta's own ranking documents, and two studies covering millions of posts, say about which format to reach for.

Aubrium Research20 min read
Platforms & Industry

Broadcast Channels: the DM megaphone, assessed

Instagram's one-to-many messaging tool reaches followers directly. Meta publishes one usage number and almost nothing about who it works for.

Aubrium Research15 min read
Evidence & Myths

What your brain does when it sees a like — the fMRI evidence

Researchers put people in a scanner and showed them their own posts with likes on them. The reward system lit up. And people copied what was already popular.

Aubrium Research12 min read
Platforms & Industry

What you actually get for a blue check: Meta Verified vs X Premium vs the rest

X says Premium gets you prioritized ranking. Meta said Verified would boost reach, then pulled it. We read what each platform actually promises, quoted from its own help pages.

Aubrium Research13 min read
Formats & Craft

What your bio actually does — the conversion evidence

The 150 characters everyone rewrites and nobody tests. What Instagram's own ranking documents say about your bio, and what we could not find.

Aubrium Research16 min read
Formats & Craft

The first two seconds: what the hook does, from Instagram's skip signal

Instagram counts how many times a reel was skipped within two seconds of being opened. The signal is named in Meta's own system card, and it feeds a guess about whether the next person will watch.

Aubrium Research12 min read
Formats & Craft

The retention curve: how to read the graph the platform hands you

YouTube shows you exactly where viewers drop off, second by second. Its own help pages explain what the spikes, dips and comparison line count. That curve is the most honest piece of feedback any platform gives you.

Aubrium Research15 min read

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