additional_features
["Produces a structured summary with key_points, divergence_map, risk_flags, revision_suggestions, and meta_comment.", "Can work with meaning-only, language-only, or combined inputs from other engines."]
example_commands
["Given these persona meaning outputs, summarize key issues and suggest better wording.", "Read these persona responses and flag any bias or leading wording in the question.", "Compare interpretations across personas and highlight where misunderstandings diverge.", "List cognitive risks and propose two alternative phrasings for this question.", "Summarize strengths and weaknesses of this question based on all persona outputs."]
gpt_id
surveypersona-summarizer
ideal_use_cases
["Reviewing cognitive testing outputs to refine survey question wording.", "Comparing how different personas diverge in their understanding of the same item."]
limitations
["Quality depends on the correctness and richness of persona engine inputs."]
target_users
["Survey methodologists and designers", "Policy and market research teams"]