{"citations":{"source_mix":{"company_owned":11,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":26,"partial":6},"total_sources":33,"unique_domain_count":26},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-18","predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI SEO Tools for Updating Existing Content","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","google"],"predicate":"final_consensus_rank","qualifier":"AI SEO Tools for Updating Existing Content","subject":"NeuronWriter","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","google"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"NeuronWriter","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8,"best_rank":8,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"NeuronWriter","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-seo-content-optimization/updating-existing-content/neuronwriter.json","page_url":"https://aimarketingconsensusindex.com/ai-seo-content-optimization/updating-existing-content/neuronwriter","report_type":"fit_review","study_id":"AIMCI-STUDY-6CF56DB7CA66","title":"NeuronWriter for AI SEO Tools for Updating Existing Content: AI Consensus Fit Review"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","6 of 7 included platforms returned a usable fit assessment; disclose this as a methodology limitation and do not describe the fit findings as unanimous, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"AI Marketing Consensus Index cross-platform AI consensus analysis","platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-09-19 00:28:59.838126+00","research_date":"2026-09-18","source_snapshot_sha256":"87d7fee00308a53d93d3e9b36628c336182a757fb12724db353f9a72e695d1ea","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":34,"qualified_finalists":8,"ranking_unit":"Software tool or content optimization platform"},"schema_version":4,"summary":"NeuronWriter is a good fit for a U.S. publisher whose core need is editor-assisted updating of existing articles using SERP competitor analysis, semantic and entity coverage, question discovery, and content scoring. Two of seven platforms named NeuronWriter during the ranking stage (deepseek and google), and six of seven returned a usable fit assessment. The strongest reason to consider it is its low entry price paired with SERP-driven optimization guidance for manual refreshes. The main limitation is that public materials do not verify automated site-wide content-decay detection, bulk…","target_buyer":"Publisher seeking AI SEO Tools for Updating Existing Content","topic":{"base_category":"AI SEO and content optimization tools","category_criteria":["Content research","question and topic discovery","optimization recommendations","entity and source coverage","content-gap analysis","competitive comparisons","and AI-search visibility support"],"geography":"United States","slug":"best-ai-seo-tools-for-updating-existing-content","title":"Best AI SEO Tools for Updating Existing Content","use_case":"AI SEO Tools for Updating Existing Content"}}