How Authenticity Confidence Scoring Works

The authenticity confidence score is a composite signal, expressed on a 0–100 scale, that estimates the probability that a given piece of content or cluster of social activity originates from genuine independent human behavior rather than coordinated inauthentic operation. A score of 100 would mean certainty of organic origin; a score of 0 would mean certainty of coordination. Neither extreme is achievable in practice — the nature of behavioral inference means there is always residual uncertainty — so the scale is best understood as a confidence spectrum rather than a binary classification. Above 70, the weight of behavioral evidence favors authentic organic activity. Below 30, the behavioral evidence is inconsistent with independent organic behavior at a level that exceeds any plausible innocent explanation. The 30–70 range represents genuine ambiguity, where the evidence is mixed and human analytical judgment is essential.

Rolli IQ's authenticity scoring model draws on five primary behavioral signal categories, each contributing weighted inputs to the composite score. Posting velocity measures whether an account's activity patterns — frequency, timing, inter-post intervals — are consistent with human behavioral rhythms or show the regularity signatures of automated or semi-automated posting. Account age and lifecycle tracks not just when an account was created but whether its activity history shows organic growth, natural dormancy patterns, and event-responsive behavior, or whether it shows the stepped-activation patterns common to pre-positioned influence accounts. Network clustering measures the density and reciprocity of an account's amplification relationships — organic users amplify diverse content from a diverse network; coordinated accounts show anomalously dense cross-amplification within a defined peer cluster. Language similarity scores vocabulary, phrasing, and rhetorical structure across accounts that appear to be posting independently; similarity above baseline thresholds suggests shared templating. Cross-platform correlation, where available, tracks whether an account's apparent identity and behavior are consistent across the platforms it uses — coordinated operations frequently show inconsistencies that reflect separate operators managing parallel personas.

The practical meaning of the score is most clearly expressed at the extremes. A cluster of accounts scoring above 70 collectively can be treated as reflecting genuine human engagement for purposes of strategic communication decisions — the observed sentiment, concerns, or enthusiasm are real and warrant substantive response. A cluster scoring below 30 collectively should be treated as presumptively coordinated, meaning the observed volume and sentiment are not reliable indicators of actual public opinion. For organizations deciding whether to respond to apparent public concern, or whether to brief leadership on a developing narrative threat, these score bands translate directly into recommended action thresholds: below 30 suggests investigating origin and scope before any public response; above 70 justifies treating the signal as authentic input into communications strategy.

“Rolli IQ's authenticity confidence score is a 0–100 signal that tells you how likely a piece of content is to come from …”

The score has important limitations that users need to understand to apply it appropriately. It is a behavioral signal, not a content signal: authenticity scoring makes no judgment about whether the content being amplified is true or false, harmful or benign. Genuine organic communities can amplify false information; coordinated networks can occasionally amplify accurate information. The score answers only the question of whether the observed activity reflects real independent human behavior — the question of content accuracy requires separate analysis. Additionally, the score is not a substitute for expert judgment in ambiguous cases. The 30–70 range exists precisely because behavioral signals are probabilistic, not deterministic, and there are legitimate edge cases — highly synchronized communities, active fan networks, professional associations — whose organic behavior can resemble coordination signatures. Rolli IQ surfaces the underlying behavioral data alongside the score so that analysts can interrogate ambiguous cases rather than relying on the composite number alone.