Creator scoring sandbox
See what the public scoring code values.
Compare two post ideas using hypothetical viewer reactions. See which signals create lift, which create risk, and why likes alone are relatively weak—without pretending to predict your real reach.
RankingScorer · a389166View source
Loading scoring engine
Preparing the interactive probability workbench…
Take the weights with you
Turn this sandbox into a repeatable publishing check.
The $9 creator pack organizes the reviewed signal hierarchy, creator implications, checklist, and architecture map into two private PDFs.
One-time purchase Source-linked 2 private PDFs
$9once · USDSee the creator pack Free explanations stay free.
How to read the number
The simulator is faithful to a stage, not predictive of a feed.
What this playground deliberately does not claim
- It does not predict Phoenix probabilities from your post.
- Its DPP lab runs the published algorithm only with supplied or deterministic synthetic embeddings—not production post embeddings.
- It does not model private experiment overrides.
- It does not guarantee impressions, placement, or distribution.
Turn the weights into careful creator implications.
The next guide separates published code fact from practical interpretation, and leaves folklore outside the evidence boundary.
Open distribution guide