{"citations":{"source_mix":{"company_owned":31,"independent":18,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":14},"total_sources":50,"unique_domain_count":18},"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","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"When I Work","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"When I Work","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","deepseek","grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"When I Work","unit":"platforms","value":6},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"When I Work","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.8,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"When I Work","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://businesssoftwareconsensusindex.com/datasets/hr-payroll-and-workforce-management-software/hourly-shift-time-and-attendance/when-i-work.json","page_url":"https://businesssoftwareconsensusindex.com/hr-payroll-and-workforce-management-software/hourly-shift-time-and-attendance/when-i-work","report_type":"fit_review","study_id":"MCI-STUDY-9FEE20604196","title":"When I Work 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.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","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":"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 03:44:29.375092+00","research_date":"2026-10-02","source_snapshot_sha256":"44e3a950167115d73684ff6612c0bdc87571ee6b7f829532c69235fcbfdb87cf","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":25,"qualified_finalists":9,"ranking_unit":"Time and attendance software"},"schema_version":4,"summary":"When I Work is a good fit for hourly shift time and attendance when the buyer's core problem is linking schedules to accurate clock-ins for fixed-location teams. Five of seven platforms named it during the ranking stage, with an average listed rank of 4.8 and a best rank of 4. Its strongest advantage is integrated scheduling plus time capture with mobile, web, tablet, and terminal clock-in, GPS geofencing, photo clock-in, overtime visibility, and payroll exports (, deepseek:wiw-timeclock, grok:, ). The main limitation is that automated overtime enforcement is not clearly proven: company…","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"}}