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records with sourced category classification.", "dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "source_fields": [ "categories" ], "notes": null }, { "id": "ai-enterprise-technology", "name": "Enterprise Technology: documented AI capability", "value": 0.626, "value_type": "percentage", "unit": "share", "numerator": 77, "denominator": 123, "known_count": 123, "unknown_count": 11, "coverage": 0.9179, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "cohort_entity_ids": [ "ent_oracle", "ent_sap", "ent_anaplan", "ent_salesforce", "ent_hubspot", "ent_adobe", "ent_crowdstrike", "ent_zscaler", "ent_wiz", "ent_workday", "ent_palo_alto_networks", "ent_fortinet", "ent_cloudflare", "ent_sentinelone", "ent_check_point_software", "ent_tenable", "ent_rapid7", "ent_rubrik", "ent_arctic_wolf", "ent_netskope", "ent_amazon_web_services", "ent_google_cloud", "ent_ibm", "ent_cisco", "ent_snowflake", "ent_palantir", 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"ent_code_conductor" ], "unknown_entity_ids": [ "ent_oracle", "ent_sap", "ent_anaplan", "ent_salesforce", "ent_hubspot", "ent_adobe", "ent_crowdstrike", "ent_zscaler", "ent_wiz", "ent_workday", "ent_palo_alto_networks" ], "excluded_entity_ids": [], "scope": { "category": "Enterprise Technology" }, "filters": { "category": "Enterprise Technology" }, "field_definition": "Current canonical category evidence explicitly includes an AI product or service category.", "method": "Count AI-classified entities among records with sourced category classification.", "dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "source_fields": [ "categories" ], "notes": null }, { "id": "ai-cybersecurity", "name": "Cybersecurity: documented AI capability", "value": 0.1765, "value_type": "percentage", "unit": "share", "numerator": 12, "denominator": 68, "known_count": 68, "unknown_count": 4, "coverage": 0.9444, "headline_eligible": true, "publication_status": "decision-ready", 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"dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "source_fields": [ "categories" ], "notes": null }, { "id": "ai-consulting", "name": "Consulting: documented AI capability", "value": 0.1463, "value_type": "percentage", "unit": "share", "numerator": 6, "denominator": 41, "known_count": 41, "unknown_count": 9, "coverage": 0.82, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "cohort_entity_ids": [ "ent_korn_ferry", "ent_heidrick_struggles", "ent_pwc", "ent_ey", "ent_kpmg", "ent_mckinsey", "ent_bcg", "ent_bain", "ent_deloitte", "ent_ibm", "ent_accenture", "ent_roland_berger", "ent_alvarez_marsal", "ent_grant_thornton", "ent_bdo", "ent_aon", "ent_alexander_hughes", "ent_wtw", "ent_amrop", "ent_kearney", "ent_signium", "ent_transearch", "ent_booz_allen_hamilton", "ent_zs", "ent_guidehouse", "ent_pa_consulting", "ent_bearingpoint", "ent_baker_tilly", "ent_crowe", "ent_cohnreznick", "ent_eisneramper", 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"filters": { "category": "Executive Search" }, "field_definition": "Current canonical category evidence explicitly includes an AI product or service category.", "method": "Count AI-classified entities among records with sourced category classification.", "dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "source_fields": [ "categories" ], "notes": null }, { "id": "ai-legal-technology", "name": "Legal Technology: documented AI capability", "value": 0.5, "value_type": "percentage", "unit": "share", "numerator": 1, "denominator": 2, "known_count": 2, "unknown_count": 0, "coverage": 1, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "cohort_entity_ids": [ "ent_harvey", "ent_signeasy" ], "numerator_entity_ids": [ "ent_harvey" ], "unknown_entity_ids": [], "excluded_entity_ids": [], "scope": { "category": "Legal Technology" }, "filters": { "category": "Legal Technology" }, "field_definition": "Current 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"ent_counterrun_ai", "ent_atomic_zero", "ent_hackzero_ai", "ent_agentweb", "ent_code_conductor", "ent_everything_ai", "ent_xtrace", "ent_velixar_ai", "ent_transform", "ent_open_batch", "ent_curated_connections" ], "unknown_entity_ids": [ "ent_russell_reynolds_associates", "ent_heidrick_struggles", "ent_wilson_sonsini", "ent_fenwick_west", "ent_latham_watkins", "ent_pwc", "ent_ey", "ent_kpmg", "ent_mckinsey", "ent_bcg", "ent_bain", "ent_bank_of_america", "ent_citi", "ent_hsbc", "ent_evercore", "ent_lazard", "ent_houlihan_lokey", "ent_andreessen_horowitz", "ent_accel", "ent_lightspeed", "ent_kkr", "ent_blackstone", "ent_silver_lake", "ent_open_future_forum", "ent_chief", "ent_young_presidents_organization", "ent_cooley", "ent_deloitte", "ent_jpmorgan", "ent_sequoia_capital", "ent_thoma_bravo", "ent_harvard_business_school_exec_ed", "ent_capital_one" ] }, { "id": "data-quality", "title": "Source & Data Quality Benchmark", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", 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