{"citations":{"source_mix":{"company_owned":21,"independent":22,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":38,"partial":5},"total_sources":43,"unique_domain_count":23},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Time and Attendance Software for Hourly and Shift-Based Workforces","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"Deputy","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Deputy","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","deepseek","grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Deputy","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Deputy","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Deputy","platform_mentions":7,"platform_share":1}],"identity":{"dataset_url":"https://businesssoftwareconsensusindex.com/datasets/hr-payroll-and-workforce-management-software/hourly-shift-time-and-attendance/deputy.json","page_url":"https://businesssoftwareconsensusindex.com/hr-payroll-and-workforce-management-software/hourly-shift-time-and-attendance/deputy","report_type":"fit_review","study_id":"MCI-STUDY-F0750E57C8B2","title":"Deputy Review for Hourly and Shift-Based Workforces"},"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":"2026-10-02 03:25:49.124513+00","research_date":"2026-10-02","source_snapshot_sha256":"14a90f70ddac3af6a72f94903c80c7e3cb09c35f7d90c6e3949af0727ae0b0e8","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":25,"qualified_finalists":9,"ranking_unit":"Time and attendance software"},"schema_version":4,"summary":"Deputy is a strong fit for hourly shift time and attendance in US businesses that need schedule-linked clocking, buddy-punching controls, overtime and break exception workflows, manager approval, and payroll integration. All seven platforms that reached the ranking stage named Deputy, and it finished first overall with an average listed rank of 2.0. The strongest reason to consider it is the combination of biometric facial verification on kiosk devices, geofenced mobile clocking, and a reviewed timesheet handoff to payroll. The main limitation is pricing and configuration uncertainty: public…","target_buyer":"A business operations manager overseeing hourly, shift-based staff who needs accurate clock-in tracking and overtime enforcement","topic":{"base_category":"HR, Payroll, and Workforce Management Software","category_criteria":["clock-in accuracy and buddy punching prevention","automated overtime rule enforcement","integration with payroll systems","mobile or biometric clock-in options","shift scheduling alignment"],"geography":"United States","slug":"best-time-and-attendance-software-for-hourly-and-shift-based-workforces","title":"Best Time and Attendance Software for Hourly and Shift-Based Workforces","use_case":"hourly shift time and attendance"}}