Catch Synthetic Narratives Before They Leave the Lab

Rolli IQ does not try to classify individual posts as "AI-written." That is a losing game — LLM output is too good. Instead, it detects the behavioral fingerprint of coordinated AI campaigns: accounts created in narrow windows, posting semantically similar content at unnatural velocity, amplifying each other in reciprocal patterns, and operating across multiple platforms simultaneously. A genuine backlash has messy timing, diverse language, and organic network structure. A GPT-generated thread farm has none of those properties — and Rolli catches the pattern within minutes.

Our coordination confidence score produces a low false positive rate, validated through extensive analyst review of flagged clusters. The key design choice: Rolli IQ flags coordination patterns, not individual posts. A single AI-written tweet is hard to identify. Hundreds of accounts amplifying the same narrative in a synchronized burst is not. By scoring at the cluster level rather than the post level, we avoid the false-positive trap that plagues content-level AI detectors.

Rolli IQ does not do pixel-level deepfake analysis on individual images or videos — dedicated tools like Sensity handle that. What Rolli catches is the campaign layer: the coordinated amplification that makes a deepfake go viral. When a synthetic video gets screenshot-shared across 4 platforms by accounts with coordinated posting patterns, Rolli flags the network and maps the amplification chain — typically within 45 minutes of the first share. You see the campaign structure, not just the content.

Rolli IQ has flagged 40+ coordinated campaigns across client accounts. In most of those cases, the target organization's existing monitoring tools missed the coordination entirely — they saw the volume spike but reported it as organic sentiment. When Rolli flags a campaign, you get the full investigation package: account cluster map, coordination confidence score, platform-by-platform breakdown, origin timeline, and narrative velocity trend. Your team can brief leadership or trust-and-safety with data, not a hunch.

Detection depends on the campaign's scale and coordination tightness. Tightly coordinated campaigns — dozens of accounts pushing identical talking points — are typically flagged within minutes of onset. Slower, more distributed campaigns that use varied language templates take longer, usually a few hours. In either case, you are seeing the campaign hours before it reaches mainstream press pickup — giving your team time to investigate and prepare a response posture before the narrative hits traditional media.