Ensemble math: 8 models working as one system.

This moderation system is not based on one “smart” model. It is an ensemble of 8 smaller models that work together like one system. It uses four language zones (CIS, Europe, Baltics, West). Each zone has two models. The first model checks the meaning of the text: context, intent, and general semantics. The second model detects slang and obfuscation. It focuses on “dirty” text like letter-to-number replacements, special symbols, broken words, and hidden insults made to bypass filters.

In FindWay, the model is never the final judge. A policy-layer collects scores from all 8 models and makes the final decision using clear business rules. AI is not treated as “magic.” The final status (Approved / Pending Review / Blocked) is based on strict policy logic, not only on one model score.

The main priority is to reduce false positives. If the system is not sure, it prefers to allow the user until the risk score reaches a hard threshold. Because the models are lightweight, sensitivity thresholds can be changed in real time. If a new spam attack appears in one zone, the system can be adjusted quickly without retraining everything.