{"citations":{"source_mix":{"company_owned":16,"independent":16,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":25,"partial":6},"total_sources":32,"unique_domain_count":14},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Free Email Marketing Software for Startups and Solo Founders","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"free email marketing for startups","subject":"Loops","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Loops","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Loops","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","anthropic","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Loops","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Loops","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-01","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Loops","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Loops","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://businesssoftwareconsensusindex.com/datasets/marketing-automation-and-email-marketing-software/free-email-marketing-for-startups/loops.json","page_url":"https://businesssoftwareconsensusindex.com/marketing-automation-and-email-marketing-software/free-email-marketing-for-startups/loops","report_type":"fit_review","study_id":"MCI-STUDY-9FFEF18F2272","title":"Loops Review for Startups and Solo Founders"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, 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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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":"Business Software Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-10-01 13:30:30.874376+00","research_date":"2026-10-01","source_snapshot_sha256":"dfedd92b5e9fbde298f3a29c3af10e63f96a41cdf3185923f286e8d85f5fb78e","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":18,"qualified_finalists":10,"ranking_unit":"Free-tier email marketing software platform"},"schema_version":4,"summary":"Loops is a good fit for free email marketing for startups, with important caveats. Three of the seven platforms in this study named Loops during the ranking stage, placing it at an average listed rank of 7.0 (best rank 6). The strongest reason to consider it: the Loops Free Plan covers up to 1,000 subscribed contacts with all platform features reportedly included, plus 4,000 combined marketing and transactional sends per rolling 30 days (, -4, grok:). The main limitation: the first paid tier jumps to $49 per month with no intermediate plan, free emails carry \"Powered by Loops\" branding, and…","target_buyer":"A solo founder or pre-revenue startup with under 1000 contacts needs to start emailing customers without spending any money.","topic":{"base_category":"Marketing Automation and Email Marketing Software","category_criteria":["free tier contact limits","free feature restrictions","ease of setup","upgrade path cost","deliverability on free plan"],"geography":"United States","slug":"best-free-email-marketing-software-for-startups-and-solo-founders","title":"Best Free Email Marketing Software for Startups and Solo Founders","use_case":"free email marketing for startups"}}