Back to all projects
Intelligence PlatformAI Automation

Wikipedia Intelligence & Brand Sabotage Detection Platform

Built a specialized intelligence platform that uses AI to monitor Wikipedia page edits in real-time, analyze editor histories, and detect patterns of coordinated manipulation and brand sabotage. The system identifies suspicious editing behavior — sock puppet accounts, edit warring, sourcing manipulation, and systematic bias insertion — and attributes activity patterns to individuals and organizations. Clients receive automated alerts when hostile edits are detected, along with forensic reports that map editor networks and expose who is behind attacks on their brand's Wikipedia presence.

1M+
/month Edits Monitored
< 5min
avg Attack Detection
200+
identified Editor Networks Mapped

Project Details

Wikipedia is often the first thing people see when they search for a brand or executive — and it's also one of the most vulnerable surfaces for reputation attacks. This platform was purpose-built to detect and attribute coordinated manipulation of Wikipedia pages. The system monitors Wikipedia's real-time edit stream, filtering for edits to client-relevant pages and scoring each edit for suspicious characteristics. It analyzes editor histories, looking for patterns that indicate sock puppet accounts — editors who appear independent but share behavioral fingerprints like similar editing schedules, overlapping topic interests, and correlated activity spikes. When coordinated manipulation is detected, the platform generates forensic reports that map editor networks: who edits which pages, when they started, how their activity correlates with other suspicious accounts, and what sourcing or framing changes they've introduced. These reports give clients the evidence they need to escalate to Wikipedia's trust and safety processes or pursue legal remedies. The platform monitors over 1 million edits per month, detects attacks within an average of 5 minutes, and has mapped over 200 distinct editor networks engaged in coordinated brand manipulation.

Want results like these?

Every engagement starts with a conversation about your goals. No pitch deck — just a straightforward discussion about what's possible.

Start a Conversation