Show the model
Scoring rules, dimensions, limitations, and version changes are published so a user can understand how a result was produced.
144Creator Research Lab
Evidence before benchmarks.
144Creator Research publishes transparent decision frameworks first. Aggregate creator benchmarks will appear only when the underlying first-party observations are large enough, clearly defined, and safe to publish.
Separate observation from population
Tool runs are self-selected observations. We will not describe them as representative of all creators without evidence that supports that claim.
Publish only aggregate signals
No email address, free-text product idea, or public user-level record belongs in a research snapshot.
Current research assets
144Creator framework · v1.0
Product Validation Evidence Strength Index
A six-dimension rubric for distinguishing opinions and weak signals from stronger buyer behavior and economic commitment.
Open the index →Interactive research toolEvidence Strength Calculator
Score one piece or body of product-validation evidence against the published rubric.
Score evidence →Research policyMethodology & publication thresholds
What 144Creator records, what it does not record, and when aggregate observations are eligible for public reporting.
Read methodology →No manufactured authority
There are no 144Creator creator benchmarks published yet.
That is intentional. A new product site should not turn a handful of tool sessions into “industry data.” The first public benchmark snapshot will require at least 200 completed observations for the relevant tool. Any published subgroup will require at least 30 observations, and every snapshot will state its collection window, sample definition, scoring-model version, and limitations.
Important: those thresholds are a 144Creator publication policy, not a claim that a sample automatically becomes statistically representative at that size.