ops
Fine-Tuned Classifiers vs. Off-the-Shelf Moderation APIs: Cost & Tradeoffs
Off-the-shelf moderation APIs are cheap to start and expensive to outgrow. Fine-tuned classifiers are the rev…
Moderation that actually scales.
Independent reviews
Vol. 04 · 2026
Vol. 04 · 2026
Tools
Best AI Content Moderation Tools 2026: Platform Comparison
A practitioner's comparison of the best AI content moderation tools in 2026 — Azure AI Content Safety, Hive Moderation, AWS Rekognition, Perspective API
Read the review →Latest reviews
guides
Image & Video Content Moderation Tools (2026)
Text moderation gets the attention, but image and video are where the hard moderation problems live. A practi…
guides
Llama Guard vs Llama Guard 2 vs Llama Guard 3: The Lineage, Clarified
Meta's Llama Guard series gets cited loosely, often with the wrong base model or category count. Here's the v…
reviews
Perspective API: Good at Its Original Job, Wrong for LLM Safety
Jigsaw's Perspective API has 8+ years of production data on toxicity detection. For community content moderat…
ops
Content Moderation for RAG: The Retrieval Layer Is an Attack Path
RAG pipelines have a moderation problem at the retrieval layer that input/output classifiers don't address. I…
ops
Classifier Ensembles for Production Content Moderation
Single classifiers have characteristic failure modes. Ensembles that combine models with different architectu…
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