Batch And Real Time Scoring

via “batch-content-classification-with-scoring”

Google's safety content classifiers built on Gemma.

Unique: Vectorized batch inference on GPU enables processing thousands of inputs per second, orders of magnitude faster than sequential API calls. Provides structured output with per-input classifications and aggregated statistics.

vs others: Much higher throughput than sequential cloud API calls because it batches inference on local GPU; more cost-effective than per-request API pricing for high-volume moderation