AI Systems · Output Evaluation

Prism

A working prototype that reviews AI-generated and marketing content against structured rules, returning observations, explanations, and suggested revisions.

AI Systems · Output Evaluation

Prism

Review AI content against explicit rules and evaluation criteria.

Prism is a working LLM-as-Judge prototype for evaluating AI-generated and marketing content against structured regulatory and policy criteria. It returns rule-level observations, explanations, suggested revisions, and alternative wording.

Structured LLM-as-Judge evaluation workflow

Highlights areas for policy and trust-and-safety review

11 regulatory domains and 70+ structured rules

Suggested rewrites for flagged content, subject to review

Prioritized observations for compliance and product teams

Evaluation logic informed by multi-year platform and compliance research

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Prism grew from research into AI outputs and prompt framing. It is a prototype for demonstration and discussion, not a fully launched commercial product.