{"citations":{"source_mix":{"company_owned":16,"independent":17,"unclear":3},"sources_referenced_by_questions":0,"support_mix":{"direct":31,"partial":4},"total_sources":36,"unique_domain_count":20},"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 Accounting Software for Construction and Contracting Businesses with Job Costing","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"construction job costing accounting","subject":"CrewCost","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"CrewCost","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["deepseek","grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"CrewCost","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","anthropic","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"CrewCost","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"CrewCost","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://businesssoftwareconsensusindex.com/datasets/accounting-and-financial-management-software/construction-job-costing-accounting/crewcost.json","page_url":"https://businesssoftwareconsensusindex.com/accounting-and-financial-management-software/construction-job-costing-accounting/crewcost","report_type":"fit_review","study_id":"MCI-STUDY-521D97639956","title":"CrewCost Review for Construction and Contracting Businesses with Job Costing"},"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.","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 17:54:13.222729+00","research_date":"2026-10-01","source_snapshot_sha256":"d8054fb141ba64f5a4ac94f390806ea92aacd179de2c8b661fc723e3f9ae2961","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":20,"qualified_finalists":7,"ranking_unit":"Accounting software platform"},"schema_version":4,"summary":"CrewCost is a good fit for a growing U.S. general contractor that needs construction job costing accounting in one cloud system, but it is not fully validated. Three of the seven platforms named CrewCost during the ranking stage, with an average listed rank of 4.0 and a best rank of 3. The strongest reason to consider it is that its published product scope directly matches the use case: job costing, WIP reporting, retainage, change orders, committed costs, subcontractor invoice workflows, and project profitability reporting. The main limitation is evidence quality: most feature claims come…","target_buyer":"A general contractor or construction firm managing multiple simultaneous projects that needs accurate job level profitability tracking.","topic":{"base_category":"Accounting and Financial Management Software","category_criteria":["job costing accuracy","work-in-progress reporting","retainage and change order tracking","subcontractor payment management","project profitability reporting"],"geography":"United States","slug":"best-accounting-software-for-construction-and-contracting-businesses-with-job-costing","title":"Best Accounting Software for Construction and Contracting Businesses with Job Costing","use_case":"construction job costing accounting"}}