Show HN: CriteriaBot – A Universal Customizable Classifier

Category: ai-ml

Tags: classification, llm-ensemble, content-moderation

Score: 7.0/10 (Innovation: 7, Technical: 8, Documentation: 4, Utility: 6)

CriteriaBot is a programmable content evaluation service that uses a panel of LLMs and ML classifiers to classify text against custom criteria, with personalization features that adapt to user feedback. Its innovative approach combines multiple models and consensus-based arbitration, making it interesting for automated moderation, review filtering, and content policy enforcement. The documentation is minimal but the technical concept of dynamic model ensemble and personalization shows non-trivial complexity.

Target audience: backend devs, data engineers, content moderators

Repository: https://criteriabot.io/

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