Methodology · v1

How the score works

No black box. Here is precisely what goes into a So Influential authenticity score — and what we do when the data is thin.

Overall = 0.40·Audience + 0.30·Engagement + 0.20·Growth + 0.10·Content

The four categories

40%

Audience authenticity

Share of followers with no photo, no posts, bot-pattern usernames, or off-audience language; plus follow:follower imbalance on the account itself.

30%

Engagement quality

Engagement rate vs the median for the same platform and size band — both far-below (dead/bought audience) and far-above (pods, bought likes) lower the score. Like:comment sanity is checked.

20%

Growth pattern

Follower history scanned for sudden spikes — step jumps that make up an outsized share of total growth read as bought followers.

10%

Content & brand safety

Account age, sponsored:organic ratio, and brand-safety keyword scan on recent captions.

Honest confidence

When we can only see part of the picture — a small follower sample, no growth history — we lower the confidence of that category and let it pull less weight, rather than inventing precision. That's why a thinly-sourced account shows a confidence note instead of a falsely exact number. It's the single biggest thing the incumbents get wrong.

Bands

Versioned & reproducible

Every score is stamped with a methodology version (v1). When we improve the signals we bump the version, so a cached score always tells you exactly which logic produced it.

See it on a real account

Run a free check — the result page shows every category and its confidence.

Check a creator →