{"citations":{"source_mix":{"company_owned":264,"independent":181,"unclear":4},"sources_referenced_by_questions":0,"support_mix":{"direct":335,"partial":73},"total_sources":449,"unique_domain_count":117},"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":["anthropic","deepseek","google","grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"Buddy Punch","unit":"rank","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Buddy Punch","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"Homebase","unit":"rank","value":3},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Homebase","unit":"platforms","value":5},{"claim_id":"claim-008","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-009","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-010","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"Connecteam","unit":"rank","value":5},{"claim_id":"claim-011","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Connecteam","unit":"platforms","value":4},{"claim_id":"claim-012","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"UKG Ready","unit":"rank","value":6},{"claim_id":"claim-013","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"UKG Ready","unit":"platforms","value":4},{"claim_id":"claim-014","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","perplexity"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"ADP Workforce Manager","unit":"rank","value":7},{"claim_id":"claim-015","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ADP Workforce Manager","unit":"platforms","value":3},{"claim_id":"claim-016","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","kimi"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"OnTheClock","unit":"rank","value":8},{"claim_id":"claim-017","confidence":"verified","observed_at":"2026-10-02","platform_support":["google","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"OnTheClock","unit":"platforms","value":2},{"claim_id":"claim-018","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"final_consensus_rank","qualifier":"hourly shift time and attendance","subject":"QuickBooks Time","unit":"rank","value":9},{"claim_id":"claim-019","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"QuickBooks Time","unit":"platforms","value":2}],"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},{"average_rank":3.2,"best_rank":1,"entity_id":"entity-002","entity_type":"company","final_rank":2,"name":"Buddy Punch","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":4.4,"best_rank":2,"entity_id":"entity-003","entity_type":"company","final_rank":3,"name":"Homebase","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":4.8,"best_rank":4,"entity_id":"entity-004","entity_type":"company","final_rank":4,"name":"When I Work","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":5.5,"best_rank":3,"entity_id":"entity-005","entity_type":"company","final_rank":5,"name":"Connecteam","platform_mentions":4,"platform_share":0.5714285714285714},{"average_rank":6.75,"best_rank":2,"entity_id":"entity-006","entity_type":"company","final_rank":6,"name":"UKG Ready","platform_mentions":4,"platform_share":0.5714285714285714},{"average_rank":7,"best_rank":5,"entity_id":"entity-007","entity_type":"company","final_rank":7,"name":"ADP Workforce Manager","platform_mentions":3,"platform_share":0.42857142857142855},{"average_rank":4,"best_rank":2,"entity_id":"entity-008","entity_type":"company","final_rank":8,"name":"OnTheClock","platform_mentions":2,"platform_share":0.2857142857142857},{"average_rank":4.5,"best_rank":3,"entity_id":"entity-009","entity_type":"company","final_rank":9,"name":"QuickBooks Time","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://businesssoftwareconsensusindex.com/datasets/hr-payroll-and-workforce-management-software/hourly-shift-time-and-attendance.json","page_url":"https://businesssoftwareconsensusindex.com/hr-payroll-and-workforce-management-software/hourly-shift-time-and-attendance","report_type":"best_of_index","study_id":"MCI-STUDY-78A87D91978D","title":"Best Time and Attendance Software for Hourly and Shift-Based Workforces (2026)"},"limitations":["Exactly 7 platforms were included in this run: openai, anthropic, deepseek, grok, perplexity, kimi, google. The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a entity evidence bundle.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each entity bundle are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path.","Use the exact entity-namespaced citation IDs from the source catalog (e.g. e1:); never transfer a citation between entities."],"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 03:50:58.294787+00","research_date":"2026-10-02","source_snapshot_sha256":"c994872daa09515911712747635c7a28da117704d3c7623c3d61aff2c585d799","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":25,"qualified_finalists":9,"ranking_unit":"Time and attendance software"},"schema_version":4,"summary":"Deputy is the consensus leader for hourly shift time and attendance, named by all 7 platforms studied and ranked first by five of them. Buddy Punch is the strongest alternative for buyers who want configurable anti-buddy-punching controls without a full workforce-management suite, while Homebase and When I Work lead on low-cost, scheduling-linked clock-ins for smaller hourly teams. This index studied 7 AI platforms — OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google — using one standardized prompt sent once to each. Of 25 unique entities named, 9 qualified by being named by at…","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"}}