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"ent_cch_tagetik", "ent_oracle_netsuite", "ent_zuora", "ent_chargebee", "ent_recurly", "ent_q2", "ent_ordway", "ent_tabs", "ent_mosaic", "ent_abacum", "ent_aleph", "ent_numeric", "ent_trullion", "ent_mindbridge", "ent_auditboard", "ent_diligent", "ent_navex", "ent_logicgate", "ent_temenos", "ent_corpay", "ent_wex", "ent_marqeta", "ent_checkout_com", "ent_finastra", "ent_fiserv", "ent_global_payments", "ent_block", "ent_paypal", "ent_toast", "ent_flywire", "ent_billtrust", "ent_versapay", "ent_nium", "ent_thunes", "ent_rapyd", "ent_jack_henry", "ent_gocardless", "ent_klarna", "ent_alkami", "ent_coupa", "ent_puzzle", "ent_tesorio", "ent_vic_ai", "ent_ramp", "ent_brex", "ent_anrok", "ent_blackline", "ent_pilot", "ent_rillet", "ent_zenskar", "ent_bill", "ent_carta", "ent_zeni", "ent_xero", "ent_pulley", "ent_paygentic", "ent_finrep" ], "source_fields": [ "categories", "subcategories", "products", "services", "description", "cxo_roles" ] }, { "id": "ai-security", "title": "AI Security Market Map", "definition": "Organizations explicitly classified as AI Security, organized by documented security function.", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", "total_entities": 11, "known_count": 9, "unknown_count": 2, "coverage": 0.8182, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "buckets": [ { "id": "agent-identity-permissions", "name": "Agent Identity & Permissions", "count": 1, "share": 0.0909, "entity_ids": [ "ent_agentic_fabriq" ] }, { "id": "ai-governance-ciso-operations", "name": "AI Governance & CISO Operations", "count": 1, "share": 0.0909, "entity_ids": [ "ent_axari_technologies_inc" ] }, { "id": "agent-runtime-security", "name": "Agent Runtime Security", "count": 2, "share": 0.1818, "entity_ids": [ "ent_harden", "ent_tenet_security" ] }, { "id": "ai-application-security", "name": "AI Application Security", "count": 1, "share": 0.0909, "entity_ids": [ "ent_harden" ] }, { "id": "ai-email-security", "name": "AI Email Security", "count": 1, "share": 0.0909, "entity_ids": [ "ent_aegisai" ] }, { "id": "ai-exposure-governance", "name": "AI Exposure & Governance", "count": 5, "share": 0.4545, "entity_ids": [ "ent_adaptive_security", "ent_witnessai", "ent_axari_technologies_inc", "ent_harden", "ent_tenet_security" ] }, { "id": "security-operations-mdr", "name": "Security Operations & MDR", "count": 2, "share": 0.1818, "entity_ids": [ "ent_airmdr", "ent_axari_technologies_inc" ] }, { "id": "synthetic-media-security", "name": "Synthetic Media Security", "count": 2, "share": 0.1818, "entity_ids": [ "ent_adaptive_security", "ent_resemble_ai" ] } ], "entity_ids": [ "ent_adaptive_security", "ent_witnessai", "ent_airmdr", "ent_resemble_ai", "ent_agentic_fabriq", "ent_axari_technologies_inc", "ent_harden", "ent_tenet_security", "ent_aegisai", "ent_counterrun_ai", "ent_atomic_zero" ], "source_fields": [ "categories", "subcategories", "products", "services", "description", "cxo_roles" ] }, { "id": "executive-communities", "title": "Executive Communities Market Map", "definition": "Membership, peer and founder organizations classified as Executive Communities.", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", "total_entities": 12, "known_count": 10, "unknown_count": 2, "coverage": 0.8333, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "buckets": [ { "id": "ceo-peer-advisory", "name": "CEO Peer Advisory", "count": 8, "share": 0.6667, "entity_ids": [ "ent_vistage", "ent_entrepreneurs_organization", "ent_open_future_forum", "ent_chief", "ent_young_presidents_organization", "ent_young_entrepreneur_council", "ent_transform", "ent_open_batch" ] }, { "id": "founder-networks", "name": "Founder Networks", "count": 5, "share": 0.4167, "entity_ids": [ "ent_entrepreneurs_organization", "ent_open_future_forum", "ent_young_entrepreneur_council", "ent_hacker_dojo", "ent_open_batch" ] }, { "id": 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"ent_association_for_corporate_growth", "ent_young_entrepreneur_council", "ent_hacker_dojo", "ent_transform", "ent_open_batch" ], "source_fields": [ "categories", "subcategories", "products", "services", "description", "cxo_roles" ] }, { "id": "executive-search", "title": "Executive Search Market Map", "definition": "Organizations providing retained search, recruiting, board search or talent intelligence.", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", "total_entities": 21, "known_count": 21, "unknown_count": 0, "coverage": 1, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "buckets": [ { "id": "retained-executive-search", "name": "Retained Executive Search", "count": 18, "share": 0.8571, "entity_ids": [ "ent_korn_ferry", "ent_russell_reynolds_associates", "ent_heidrick_struggles", "ent_spencer_stuart", "ent_egon_zehnder", "ent_ema_partners", "ent_kestria", "ent_boyden", "ent_odgers_berndtson", "ent_pagegroup", "ent_caldwell", "ent_dhr_global", "ent_raines_international", "ent_n2growth", "ent_hays", "ent_kingsley_gate", "ent_russell_tobin", "ent_zrg" ] }, { "id": "technology-enabled-talent-intelligence", "name": "Technology-Enabled Talent Intelligence", "count": 2, "share": 0.0952, "entity_ids": [ "ent_findem", "ent_optimhire" ] }, { "id": "staffing-professional-talent", "name": "Staffing & Professional Talent", "count": 1, "share": 0.0476, "entity_ids": [ "ent_robert_half" ] }, { "id": "board-search", "name": "Board Search", "count": 14, "share": 0.6667, "entity_ids": [ "ent_korn_ferry", "ent_russell_reynolds_associates", "ent_heidrick_struggles", "ent_spencer_stuart", "ent_egon_zehnder", "ent_ema_partners", "ent_kestria", "ent_boyden", "ent_odgers_berndtson", "ent_caldwell", "ent_dhr_global", "ent_raines_international", "ent_n2growth", "ent_kingsley_gate" ] }, { "id": "leadership-assessment-succession", "name": "Leadership Assessment & Succession", "count": 4, "share": 0.1905, "entity_ids": [ "ent_russell_reynolds_associates", "ent_heidrick_struggles", "ent_spencer_stuart", "ent_egon_zehnder" ] } ], "entity_ids": [ "ent_korn_ferry", "ent_russell_reynolds_associates", "ent_heidrick_struggles", "ent_spencer_stuart", "ent_egon_zehnder", "ent_ema_partners", "ent_kestria", "ent_boyden", "ent_odgers_berndtson", "ent_pagegroup", "ent_caldwell", "ent_dhr_global", "ent_raines_international", "ent_n2growth", "ent_hays", "ent_kingsley_gate", "ent_russell_tobin", "ent_zrg", "ent_robert_half", "ent_findem", "ent_optimhire" ], "source_fields": [ "categories", "subcategories", "products", "services", "description", "cxo_roles" ] }, { "id": "technology-law-firms", "title": "Technology Law Firm Landscape", "definition": "Indexed law firms with documented technology, venture, private-equity, transaction, governance or privacy relevance.", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", "total_entities": 9, "known_count": 9, "unknown_count": 0, "coverage": 1, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "buckets": [ { "id": "venture-startup", "name": "Venture & Startup", "count": 6, "share": 0.6667, "entity_ids": [ "ent_wilson_sonsini", "ent_fenwick_west", "ent_cooley", "ent_simmons_simmons", "ent_orrick", "ent_oguz_law" ] }, { "id": "m-a", "name": "M&A", "count": 8, "share": 0.8889, "entity_ids": [ "ent_wilson_sonsini", "ent_fenwick_west", "ent_cooley", "ent_foley_lardner", "ent_dla_piper", "ent_simmons_simmons", "ent_orrick", "ent_oguz_law" ] }, { "id": "artificial-intelligence", "name": "Artificial Intelligence", "count": 1, "share": 0.1111, "entity_ids": [ "ent_oguz_law" ] }, { "id": "cybersecurity-privacy", "name": "Cybersecurity & Privacy", "count": 4, "share": 0.4444, "entity_ids": [ "ent_fenwick_west", "ent_dla_piper", "ent_simmons_simmons", "ent_orrick" ] }, { "id": "technology-transactions", "name": "Technology Transactions", "count": 5, "share": 0.5556, "entity_ids": [ "ent_wilson_sonsini", "ent_fenwick_west", "ent_cooley", "ent_simmons_simmons", "ent_orrick" ] }, { "id": "governance", "name": "Governance", "count": 9, "share": 1, "entity_ids": [ "ent_wilson_sonsini", "ent_fenwick_west", "ent_latham_watkins", "ent_cooley", "ent_foley_lardner", "ent_dla_piper", "ent_simmons_simmons", "ent_orrick", "ent_oguz_law" ] } ], "entity_ids": [ "ent_wilson_sonsini", "ent_fenwick_west", "ent_latham_watkins", "ent_cooley", "ent_foley_lardner", "ent_dla_piper", "ent_simmons_simmons", "ent_orrick", "ent_oguz_law" ], "source_fields": [ "categories", "subcategories", "products", "services", "description", "cxo_roles" ] }, { "id": "banking-capital", "title": "Banking & Capital Ecosystem Map", "definition": "Banks and investment banks organized by documented business capabilities.", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", "total_entities": 23, "known_count": 23, "unknown_count": 0, "coverage": 1, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "buckets": [ { "id": "commercial-banking", "name": "Commercial Banking", "count": 10, "share": 0.4348, "entity_ids": [ "ent_bank_of_america", "ent_hsbc", "ent_jpmorgan", "ent_capital_one", "ent_first_citizens_bank", "ent_silicon_valley_bank", "ent_wells_fargo", "ent_bmo", "ent_comerica", "ent_leader_bank" ] }, { "id": "venture-startup-banking", "name": "Venture & Startup Banking", "count": 3, "share": 0.1304, "entity_ids": [ "ent_first_citizens_bank", "ent_silicon_valley_bank", "ent_capital_ip_investment_partners" ] }, { "id": "technology-banking", "name": "Technology Banking", "count": 3, "share": 0.1304, "entity_ids": [ "ent_jpmorgan", "ent_brighttower", "ent_capital_ip_investment_partners" ] }, { "id": "treasury-payments", "name": "Treasury & Payments", "count": 8, "share": 0.3478, "entity_ids": [ "ent_bank_of_america", "ent_jpmorgan", "ent_capital_one", "ent_first_citizens_bank", "ent_silicon_valley_bank", "ent_wells_fargo", "ent_comerica", "ent_bny" ] }, { "id": "investment-banking", "name": "Investment Banking", "count": 16, "share": 0.6957, "entity_ids": [ "ent_bank_of_america", "ent_citi", "ent_hsbc", "ent_evercore", "ent_lazard", "ent_houlihan_lokey", "ent_jpmorgan", "ent_wells_fargo", "ent_bmo", "ent_morgan_stanley", "ent_stifel", "ent_deutsche_bank", "ent_brighttower", "ent_intrepid_investment_bankers", "ent_capital_ip_investment_partners", "ent_indian_hills_advisors" ] }, { "id": "private-banking-wealth", "name": "Private Banking & Wealth", "count": 14, "share": 0.6087, "entity_ids": [ "ent_bank_of_america", "ent_citi", "ent_hsbc", "ent_lazard", "ent_jpmorgan", "ent_first_citizens_bank", "ent_wells_fargo", "ent_citizens_private_bank", "ent_bmo", "ent_morgan_stanley", "ent_comerica", "ent_stifel", "ent_deutsche_bank", "ent_bny" ] } ], "entity_ids": [ "ent_bank_of_america", "ent_citi", "ent_hsbc", "ent_evercore", "ent_lazard", "ent_houlihan_lokey", "ent_jpmorgan", "ent_capital_one", "ent_first_citizens_bank", "ent_silicon_valley_bank", "ent_wells_fargo", "ent_citizens_private_bank", "ent_bmo", "ent_morgan_stanley", "ent_comerica", "ent_stifel", "ent_deutsche_bank", "ent_bny", "ent_leader_bank", "ent_brighttower", "ent_intrepid_investment_bankers", "ent_capital_ip_investment_partners", "ent_indian_hills_advisors" ], "source_fields": [ "categories", "subcategories", "products", "services", "description", "cxo_roles" ] }, { "id": "chro-technology", "title": "CHRO Technology Market Map", "definition": "Organizations classified as HR Technology and serving CHRO or workforce buyers.", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", "total_entities": 54, "known_count": 42, "unknown_count": 12, "coverage": 0.7778, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "buckets": [ { "id": "hris-workforce-management", "name": "HRIS & Workforce Management", "count": 28, "share": 0.5185, "entity_ids": [ "ent_adp", "ent_paychex", "ent_ukg", "ent_bamboohr", "ent_greenhouse", "ent_lever", "ent_cornerstone_ondemand", "ent_culture_amp", "ent_betterup", "ent_eightfold_ai", "ent_paradox", "ent_beamery", "ent_workhuman", "ent_paycom", "ent_dayforce", "ent_gusto", "ent_personio", "ent_hibob", "ent_darwinbox", "ent_factorial", "ent_paylocity", "ent_paycor", "ent_namely", "ent_charthop", "ent_cezanne_hr", "ent_escalon", "ent_rippling", "ent_transform" ] }, { "id": "payroll", "name": "Payroll", "count": 22, "share": 0.4074, "entity_ids": [ "ent_adp", "ent_paychex", "ent_ukg", "ent_bamboohr", "ent_paycom", "ent_dayforce", "ent_gusto", "ent_justworks", "ent_remote", "ent_oyster", "ent_papaya_global", "ent_darwinbox", "ent_factorial", "ent_paylocity", "ent_paycor", "ent_namely", "ent_cezanne_hr", "ent_escalon", "ent_rippling", "ent_deel", "ent_trinet", "ent_insperity" ] }, { "id": "peo", "name": "PEO", "count": 7, "share": 0.1296, "entity_ids": [ "ent_culture_amp", "ent_justworks", "ent_charthop", "ent_findem", "ent_lattice", "ent_trinet", "ent_transform" ] }, { "id": "employer-of-record", "name": "Employer of Record", "count": 4, "share": 0.0741, "entity_ids": [ "ent_remote", "ent_oyster", "ent_papaya_global", "ent_deel" ] }, { "id": "recruiting-talent-intelligence", "name": "Recruiting & Talent Intelligence", "count": 2, "share": 0.037, "entity_ids": [ "ent_findem", "ent_optimhire" ] }, { "id": "performance-management", "name": "Performance Management", "count": 5, "share": 0.0926, "entity_ids": [ "ent_personio", "ent_hibob", "ent_cezanne_hr", "ent_lattice", "ent_15five" ] }, { "id": "benefits", "name": "Benefits", "count": 9, "share": 0.1667, "entity_ids": [ "ent_paychex", "ent_bamboohr", "ent_gusto", "ent_justworks", "ent_namely", "ent_rippling", "ent_deel", "ent_trinet", "ent_insperity" ] }, { "id": "learning-skills", "name": "Learning & Skills", "count": 3, "share": 0.0556, "entity_ids": [ "ent_360learning", "ent_degreed", "ent_docebo" ] }, { "id": "people-analytics-planning", "name": "People Analytics & Planning", "count": 2, "share": 0.037, "entity_ids": [ "ent_charthop", "ent_lattice" ] }, { "id": "hr-ai", "name": "HR AI", "count": 3, "share": 0.0556, "entity_ids": [ "ent_eightfold_ai", "ent_paradox", "ent_findem" ] } ], "entity_ids": [ "ent_adp", "ent_paychex", "ent_ukg", "ent_bamboohr", "ent_greenhouse", "ent_lever", "ent_cornerstone_ondemand", "ent_culture_amp", "ent_betterup", "ent_eightfold_ai", "ent_paradox", "ent_beamery", "ent_workhuman", "ent_paycom", "ent_dayforce", "ent_gusto", "ent_justworks", "ent_personio", "ent_hibob", "ent_remote", "ent_oyster", "ent_papaya_global", "ent_darwinbox", "ent_factorial", "ent_paylocity", "ent_360learning", "ent_degreed", "ent_docebo", "ent_paycor", "ent_icims", "ent_smartrecruiters", "ent_jobvite", "ent_ashby", "ent_gem", "ent_seekout", "ent_namely", "ent_seismic", "ent_charthop", "ent_litmos", "ent_textio", "ent_learnupon", "ent_workable", "ent_cezanne_hr", "ent_talentlms", "ent_escalon", "ent_findem", "ent_rippling", "ent_deel", "ent_lattice", "ent_trinet", "ent_insperity", "ent_15five", "ent_optimhire", "ent_transform" ], "source_fields": [ "categories", "subcategories", "products", "services", "description", "cxo_roles" ] }, { "id": "enterprise-ai", "title": "Enterprise AI Market Map", "definition": "Enterprise-facing AI organizations organized by documented functional layer.", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", "total_entities": 108, "known_count": 103, "unknown_count": 5, "coverage": 0.9537, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "buckets": [ { "id": "compute-ai-infrastructure", "name": "Compute & AI Infrastructure", "count": 2, "share": 0.0185, "entity_ids": [ "ent_nvidia", "ent_intel" ] }, { "id": "data-ai-platforms", "name": "Data & AI Platforms", "count": 10, "share": 0.0926, "entity_ids": [ "ent_adobe", "ent_snowflake", "ent_alteryx", "ent_eightfold_ai", "ent_paradox", "ent_cognizant", "ent_findem", "ent_vic_ai", "ent_databricks", "ent_qognitive" ] }, { "id": "enterprise-ai-platforms", "name": "Enterprise AI Platforms", "count": 83, "share": 0.7685, "entity_ids": [ "ent_oracle", "ent_sap", "ent_salesforce", "ent_adobe", "ent_crowdstrike", "ent_palo_alto_networks", "ent_amazon_web_services", "ent_google_cloud", "ent_ibm", "ent_snowflake", "ent_palantir", "ent_notion", "ent_github", "ent_mongodb", "ent_elastic", "ent_confluent", "ent_alteryx", "ent_anthropic", "ent_cohere", "ent_mistral_ai", "ent_hugging_face", "ent_cerebras", "ent_groq", "ent_together_ai", "ent_akamai", "ent_lambda", "ent_dataiku", "ent_datarobot", "ent_h2o_ai", "ent_c3_ai", "ent_datastax", "ent_pinecone", "ent_weaviate", "ent_redis", "ent_neo4j", "ent_cloudera", "ent_teradata", "ent_informatica", "ent_fivetran", "ent_dbt_labs", "ent_collibra", "ent_denodo", "ent_thoughtspot", "ent_dynatrace", "ent_qlik", "ent_sisense", "ent_sigma_computing", "ent_fastly", "ent_starburst", "ent_cockroach_labs", "ent_hashicorp", "ent_nutanix", "ent_vmware", "ent_broadcom", "ent_supermicro", "ent_arm", "ent_qualcomm", "ent_dell_technologies", "ent_pure_storage", "ent_lenovo", "ent_canonical", "ent_red_hat", "ent_cloudbees", "ent_circleci", "ent_harness", "ent_suse", "ent_netapp", "ent_capgemini", "ent_slalom", "ent_cognizant", "ent_microsoft", "ent_nvidia", "ent_intel", "ent_databricks", "ent_writer", "ent_glean", "ent_servicenow", "ent_centific", "ent_gumloop", "ent_applitools", "ent_contextqa", "ent_herculesai", "ent_code_conductor" ] }, { "id": "agent-platforms", "name": "Agent Platforms", "count": 7, "share": 0.0648, "entity_ids": [ "ent_automation_anywhere", "ent_thinkingai", "ent_axari_technologies_inc", "ent_agentrys", "ent_agentweb", "ent_everything_ai", "ent_velixar_ai" ] }, { "id": "enterprise-search-knowledge", "name": "Enterprise Search & Knowledge", "count": 9, "share": 0.0833, "entity_ids": [ "ent_notion", "ent_mongodb", "ent_elastic", "ent_harvey", "ent_findem", "ent_writer", "ent_glean", "ent_you_com", "ent_finrep" ] }, { "id": "automation", "name": "Automation", "count": 3, "share": 0.0278, "entity_ids": [ "ent_uipath", "ent_automation_anywhere", "ent_thinkingai" ] }, { "id": "domain-specific-ai", "name": "Domain-Specific AI", "count": 26, "share": 0.2407, "entity_ids": [ "ent_oracle", "ent_sap", "ent_salesforce", "ent_adobe", "ent_crowdstrike", "ent_palo_alto_networks", "ent_amazon_web_services", "ent_github", "ent_elastic", "ent_harvey", "ent_capgemini", "ent_findem", "ent_vic_ai", "ent_zeni", "ent_microsoft", "ent_intel", "ent_servicenow", "ent_you_com", "ent_witnessai", "ent_resemble_ai", "ent_finrep", "ent_herculesai", "ent_agentic_fabriq", "ent_axari_technologies_inc", "ent_agentrys", "ent_agentweb" ] }, { "id": "semiconductor-engineering-ai", "name": "Semiconductor & Engineering AI", "count": 1, "share": 0.0093, "entity_ids": [ "ent_agentrys" ] } ], "entity_ids": [ "ent_oracle", "ent_sap", "ent_salesforce", "ent_adobe", "ent_crowdstrike", "ent_palo_alto_networks", "ent_amazon_web_services", "ent_google_cloud", "ent_ibm", "ent_snowflake", "ent_palantir", "ent_uipath", "ent_automation_anywhere", "ent_notion", "ent_github", "ent_mongodb", "ent_elastic", "ent_confluent", "ent_alteryx", "ent_eightfold_ai", "ent_paradox", "ent_anthropic", "ent_cohere", "ent_mistral_ai", "ent_hugging_face", "ent_cerebras", "ent_groq", "ent_together_ai", "ent_akamai", "ent_lambda", "ent_dataiku", "ent_datarobot", "ent_h2o_ai", "ent_c3_ai", "ent_datastax", "ent_pinecone", "ent_weaviate", "ent_redis", "ent_neo4j", "ent_cloudera", "ent_teradata", "ent_informatica", "ent_fivetran", "ent_dbt_labs", "ent_collibra", "ent_denodo", "ent_thoughtspot", "ent_dynatrace", "ent_qlik", "ent_sisense", "ent_sigma_computing", "ent_fastly", "ent_starburst", "ent_cockroach_labs", "ent_hashicorp", "ent_nutanix", "ent_vmware", "ent_broadcom", "ent_supermicro", "ent_arm", "ent_qualcomm", "ent_dell_technologies", "ent_pure_storage", "ent_lenovo", "ent_canonical", "ent_red_hat", "ent_cloudbees", "ent_circleci", "ent_harness", "ent_suse", "ent_netapp", "ent_harvey", "ent_capgemini", "ent_slalom", "ent_cognizant", "ent_findem", "ent_vic_ai", "ent_zeni", "ent_microsoft", "ent_nvidia", "ent_intel", "ent_databricks", "ent_writer", "ent_scale_ai", "ent_glean", "ent_servicenow", "ent_centific", "ent_you_com", "ent_granica", "ent_gumloop", "ent_compose_ai", "ent_applitools", "ent_witnessai", "ent_resemble_ai", "ent_finrep", "ent_thinkingai", "ent_qognitive", "ent_contextqa", "ent_herculesai", "ent_atlas_cloud_ai", "ent_agentic_fabriq", "ent_axari_technologies_inc", "ent_agentrys", "ent_agentweb", "ent_code_conductor", "ent_everything_ai", "ent_xtrace", "ent_velixar_ai" ], "source_fields": [ "categories", "subcategories", "products", "services", "description", "cxo_roles" ] } ], "comparisons": [ { "comparison_id": "cfo-spend-platforms", "title": "CFO Spend & Finance Platforms", "dataset_version": "0.9.7", "generated_at": "2026-08-12", "entity_ids": [ "ent_ramp", "ent_brex", "ent_coupa", "ent_bill" ], "dimensions": [ { "id": "provider-categories", "label": "Provider categories", "fact_field": "categories", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_ramp": [ "CFO Technology", "Spend Management", "Fintech" ], "ent_brex": [ "CFO Technology", "Spend Management", "Fintech" ], "ent_coupa": [ "CFO Technology", "Spend Management", "Enterprise Technology" ], "ent_bill": [ "CFO Technology", "Spend Management", "Payments" ] } }, { "id": "cxo-audience", "label": "CXO audience", "fact_field": "cxo_roles", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_ramp": [ "CFO" ], "ent_brex": [ "CFO" ], "ent_coupa": [ "CFO", "COO" ], "ent_bill": [ "CFO" ] } }, { "id": "spend-management", "label": "Spend management", "fact_field": "spend management", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_ramp": "Verified", "ent_brex": "Verified", "ent_coupa": "Verified", "ent_bill": "Verified" } }, { "id": "corporate-cards", "label": "Corporate cards", "fact_field": "corporate card", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_ramp": "Verified", "ent_brex": "Verified", "ent_coupa": "Not verified", "ent_bill": "Not verified" } }, { "id": "ap-automation", "label": "AP automation", "fact_field": "accounts payable", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_ramp": "Verified", "ent_brex": "Not verified", "ent_coupa": "Not verified", "ent_bill": "Verified" } }, { "id": "procurement", "label": "Procurement", "fact_field": "procurement", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_ramp": "Verified", "ent_brex": "Not verified", "ent_coupa": "Verified", "ent_bill": "Verified" } }, { "id": "payments", "label": "Payments", "fact_field": "payments", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_ramp": "Not verified", "ent_brex": "Not verified", "ent_coupa": "Verified", "ent_bill": "Verified" } }, { "id": "ai-capability", "label": "AI capability", "fact_field": "artificial intelligence", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_ramp": "Not verified", "ent_brex": "Not verified", "ent_coupa": "Not verified", "ent_bill": "Not verified" } } ] }, { "comparison_id": "accounting-close-systems", "title": "Accounting, Close & Finance Systems", "dataset_version": "0.9.7", "generated_at": "2026-08-12", "entity_ids": [ "ent_blackline", "ent_puzzle", "ent_rillet", "ent_xero", "ent_intuit", "ent_pilot" ], "dimensions": [ { "id": "provider-categories", "label": "Provider categories", "fact_field": "categories", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_blackline": [ "CFO Technology", "Accounting Software" ], "ent_puzzle": [ "CFO Technology", "Accounting Software" ], "ent_rillet": [ "CFO Technology", "Accounting Software" ], "ent_xero": [ "Accounting Software", "CFO Technology" ], "ent_intuit": [ "Accounting Software", "Tax Technology", "Fintech" ], "ent_pilot": [ "Accounting", "Finance Advisory", "CFO Technology" ] } }, { "id": "accounting-system", "label": "Accounting system", "fact_field": "accounting", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_blackline": "Verified", "ent_puzzle": "Verified", "ent_rillet": "Verified", "ent_xero": "Verified", "ent_intuit": "Verified", "ent_pilot": "Verified" } }, { "id": "financial-close", "label": "Financial close", "fact_field": "close", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_blackline": "Verified", "ent_puzzle": "Verified", "ent_rillet": "Verified", "ent_xero": "Not verified", "ent_intuit": "Not verified", "ent_pilot": "Not verified" } }, { "id": "bookkeeping-service", "label": "Bookkeeping service", "fact_field": "bookkeeping", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_blackline": "Not verified", "ent_puzzle": "Not verified", "ent_rillet": "Not verified", "ent_xero": "Not verified", "ent_intuit": "Not verified", "ent_pilot": "Verified" } }, { "id": "erp", "label": "ERP", "fact_field": "enterprise-resource-planning", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_blackline": "Not verified", "ent_puzzle": "Not verified", "ent_rillet": "Verified", "ent_xero": "Not verified", "ent_intuit": "Not verified", "ent_pilot": "Not verified" } }, { "id": "automation", "label": "Automation", "fact_field": "automation", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_blackline": "Verified", "ent_puzzle": "Verified", "ent_rillet": "Not verified", "ent_xero": "Not verified", "ent_intuit": "Verified", "ent_pilot": "Not verified" } }, { "id": "ai-capability", "label": "AI capability", "fact_field": "artificial intelligence", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_blackline": "Not verified", "ent_puzzle": "Not verified", "ent_rillet": "Not verified", "ent_xero": "Not verified", "ent_intuit": "Not verified", "ent_pilot": "Not verified" } } ] }, { "comparison_id": "executive-communities", "title": "Executive Communities", "dataset_version": "0.9.7", "generated_at": "2026-08-12", "entity_ids": [ "ent_vistage", "ent_young_presidents_organization", "ent_entrepreneurs_organization", "ent_chief", "ent_open_future_forum" ], "dimensions": [ { "id": "cxo-audience", "label": "CXO audience", "fact_field": "cxo_roles", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_vistage": [ "CEO" ], "ent_young_presidents_organization": [ "CEO" ], "ent_entrepreneurs_organization": [ "CEO" ], "ent_chief": [ "CEO", "CFO", "CMO", "CISO", "CIO", "CTO", "COO", "CHRO", "CLO", "General Counsel", "Board" ], "ent_open_future_forum": [ "CEO", "CFO", "CMO", "CISO", "CTO", "CLO", "General Counsel", "Board" ] } }, { "id": "community-formats", "label": "Community formats", "fact_field": "community_formats", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_vistage": [ "peer-network", "peer-group", "membership-organization" ], "ent_young_presidents_organization": [ "executive-community", "peer-network", "peer-group", "membership-organization" ], "ent_entrepreneurs_organization": [ "executive-community", "peer-network", "peer-group", "membership-organization" ], "ent_chief": [ "executive-community", "executive-network", "membership-organization" ], "ent_open_future_forum": [ "executive-community", "executive-network", "peer-group", "executive-forum", "executive-board" ] } }, { "id": "application-required", "label": "Application required", "fact_field": "application_required", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_vistage": "Not verified", "ent_young_presidents_organization": "Verified", "ent_entrepreneurs_organization": "Verified", "ent_chief": "Verified", "ent_open_future_forum": "Verified" } }, { "id": "invite-only-components", "label": "Invite-only components", "fact_field": "invite_only", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_vistage": "Not verified", "ent_young_presidents_organization": "Not verified", "ent_entrepreneurs_organization": "Verified", "ent_chief": "Not verified", "ent_open_future_forum": "Verified" } }, { "id": "peer-groups", "label": "Peer groups", "fact_field": "peer group", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_vistage": "Not verified", "ent_young_presidents_organization": "Verified", "ent_entrepreneurs_organization": "Not verified", "ent_chief": "Not verified", "ent_open_future_forum": "Verified" } }, { "id": "private-events", "label": "Private events", "fact_field": "private", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_vistage": "Not verified", "ent_young_presidents_organization": "Not verified", "ent_entrepreneurs_organization": "Not verified", "ent_chief": "Verified", "ent_open_future_forum": "Verified" } }, { "id": "research", "label": "Research", "fact_field": "research", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_vistage": "Not verified", "ent_young_presidents_organization": "Not verified", "ent_entrepreneurs_organization": "Not verified", "ent_chief": "Not verified", "ent_open_future_forum": "Verified" } }, { "id": "geography", "label": "Geography", "fact_field": "geographies", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_vistage": [ "Not verified" ], "ent_young_presidents_organization": [ "United States" ], "ent_entrepreneurs_organization": [ "Not verified" ], "ent_chief": [ "Not verified" ], "ent_open_future_forum": [ "United States", "Silicon Valley", "San Francisco Bay Area" ] } } ] }, { "comparison_id": "executive-search-firms", "title": "Executive Search Firms", "dataset_version": "0.9.7", "generated_at": "2026-08-12", "entity_ids": [ "ent_korn_ferry", "ent_spencer_stuart", "ent_russell_reynolds_associates", "ent_heidrick_struggles", "ent_zrg" ], "dimensions": [ { "id": "cxo-audience", "label": "CXO audience", "fact_field": "cxo_roles", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_korn_ferry": [ "CEO", "CFO", "CMO", "CISO", "CIO", "CTO", "COO", "CHRO", "CLO", "Board" ], "ent_spencer_stuart": [ "CEO", "CFO", "CMO", "CISO", "CIO", "CTO", "COO", "CHRO", "CLO", "General Counsel", "Board" ], "ent_russell_reynolds_associates": [ "CEO", "CFO", "CMO", "CIO", "CTO", "COO", "CHRO", "CLO", "Board" ], "ent_heidrick_struggles": [ "CEO", "CFO", "CMO", "CIO", "CTO", "COO", "CHRO", "CLO", "Board" ], "ent_zrg": [ "CEO", "CHRO", "Board" ] } }, { "id": "provider-categories", "label": "Provider categories", "fact_field": "categories", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_korn_ferry": [ "Executive Search", "Consulting", "Board Advisory" ], "ent_spencer_stuart": [ "Executive Search", "Board Advisory" ], "ent_russell_reynolds_associates": [ "Executive Search", "Board Advisory" ], "ent_heidrick_struggles": [ "Executive Search", "Consulting", "Board Advisory" ], "ent_zrg": [ "Executive Search", "Consulting" ] } }, { "id": "board-search", "label": "Board search", "fact_field": "board", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_korn_ferry": "Verified", "ent_spencer_stuart": "Verified", "ent_russell_reynolds_associates": "Verified", "ent_heidrick_struggles": "Verified", "ent_zrg": "Not verified" } }, { "id": "private-equity-talent", "label": "Private equity talent", "fact_field": "private equity", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_korn_ferry": "Not verified", "ent_spencer_stuart": "Not verified", "ent_russell_reynolds_associates": "Not verified", "ent_heidrick_struggles": "Not verified", "ent_zrg": "Not verified" } }, { "id": "succession", "label": "Succession", "fact_field": "succession", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_korn_ferry": "Not verified", "ent_spencer_stuart": "Verified", "ent_russell_reynolds_associates": "Verified", "ent_heidrick_struggles": "Not verified", "ent_zrg": "Not verified" } }, { "id": "leadership-assessment", "label": "Leadership assessment", "fact_field": "leadership assessment", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_korn_ferry": "Not verified", "ent_spencer_stuart": "Verified", "ent_russell_reynolds_associates": "Not verified", "ent_heidrick_struggles": "Verified", "ent_zrg": "Not verified" } }, { "id": "geography", "label": "Geography", "fact_field": "geographies", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_korn_ferry": [ "Not verified" ], "ent_spencer_stuart": [ "Not verified" ], "ent_russell_reynolds_associates": [ "Not verified" ], "ent_heidrick_struggles": [ "Not verified" ], "ent_zrg": [ "United States", "New York", "Boston", "Austin", "Los Angeles", "Chicago", "Washington DC", "London", "Singapore" ] } } ] }, { "comparison_id": "technology-law-firms", "title": "Technology Law Firms", "dataset_version": "0.9.7", "generated_at": "2026-08-12", "entity_ids": [ "ent_wilson_sonsini", "ent_cooley", "ent_fenwick_west", "ent_foley_lardner", "ent_orrick", "ent_dla_piper" ], "dimensions": [ { "id": "provider-categories", "label": "Provider categories", "fact_field": "categories", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_wilson_sonsini": [ "Law Firms" ], "ent_cooley": [ "Law Firms" ], "ent_fenwick_west": [ "Law Firms" ], "ent_foley_lardner": [ "Law Firms" ], "ent_orrick": [ "Law Firms" ], "ent_dla_piper": [ "Law Firms" ] } }, { "id": "startup-venture", "label": "Startup & venture", "fact_field": "venture", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_wilson_sonsini": "Verified", "ent_cooley": "Verified", "ent_fenwick_west": "Verified", "ent_foley_lardner": "Not verified", "ent_orrick": "Verified", "ent_dla_piper": "Not verified" } }, { "id": "private-equity", "label": "Private equity", "fact_field": "private equity", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_wilson_sonsini": "Not verified", "ent_cooley": "Not verified", "ent_fenwick_west": "Not verified", "ent_foley_lardner": "Not verified", "ent_orrick": "Not verified", "ent_dla_piper": "Not verified" } }, { "id": "m-a", "label": "M&A", "fact_field": "m&a", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_wilson_sonsini": "Not verified", "ent_cooley": "Verified", "ent_fenwick_west": "Not verified", "ent_foley_lardner": "Not verified", "ent_orrick": "Not verified", "ent_dla_piper": "Not verified" } }, { "id": "ai", "label": "AI", "fact_field": "artificial intelligence", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_wilson_sonsini": "Not verified", "ent_cooley": "Not verified", "ent_fenwick_west": "Not verified", "ent_foley_lardner": "Not verified", "ent_orrick": "Not verified", "ent_dla_piper": "Not verified" } }, { "id": "cybersecurity-privacy", "label": "Cybersecurity & privacy", "fact_field": "privacy", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_wilson_sonsini": "Not verified", "ent_cooley": "Not verified", "ent_fenwick_west": "Verified", "ent_foley_lardner": "Not verified", "ent_orrick": "Verified", "ent_dla_piper": "Verified" } }, { "id": "technology-transactions", "label": "Technology transactions", "fact_field": "technology", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_wilson_sonsini": "Verified", "ent_cooley": "Verified", "ent_fenwick_west": "Verified", "ent_foley_lardner": "Not verified", "ent_orrick": "Verified", "ent_dla_piper": "Not verified" } }, { "id": "geography", "label": "Geography", "fact_field": "geographies", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_wilson_sonsini": [ "United States", "Silicon Valley", "San Francisco Bay Area", "New York", "Boston", "London" ], "ent_cooley": [ "Not verified" ], "ent_fenwick_west": [ "Not verified" ], "ent_foley_lardner": [ "United States" ], "ent_orrick": [ "Not verified" ], "ent_dla_piper": [ "United States", "London", "Singapore" ] } } ] }, { "comparison_id": "technology-venture-banking", "title": "Technology & Venture Banking", "dataset_version": "0.9.7", "generated_at": "2026-08-12", "entity_ids": [ "ent_silicon_valley_bank", "ent_first_citizens_bank", "ent_comerica", "ent_stifel", "ent_bmo", "ent_wells_fargo", "ent_citizens_private_bank" ], "dimensions": [ { "id": "provider-categories", "label": "Provider categories", "fact_field": "categories", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_silicon_valley_bank": [ "Banks" ], "ent_first_citizens_bank": [ "Banks", "Wealth Management" ], "ent_comerica": [ "Banks", "Wealth Management" ], "ent_stifel": [ "Investment Banks", "Wealth Management" ], "ent_bmo": [ "Banks", "Investment Banks", "Wealth Management" ], "ent_wells_fargo": [ "Banks", "Investment Banks", "Wealth Management" ], "ent_citizens_private_bank": [ "Banks", "Wealth Management" ] } }, { "id": "startup-banking", "label": "Startup banking", "fact_field": "startup", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_silicon_valley_bank": "Verified", "ent_first_citizens_bank": "Not verified", "ent_comerica": "Not verified", "ent_stifel": "Not verified", "ent_bmo": "Not verified", "ent_wells_fargo": "Not verified", "ent_citizens_private_bank": "Not verified" } }, { "id": "venture-backed-focus", "label": "Venture-backed focus", "fact_field": "venture", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_silicon_valley_bank": "Verified", "ent_first_citizens_bank": "Not verified", "ent_comerica": "Not verified", "ent_stifel": "Not verified", "ent_bmo": "Not verified", "ent_wells_fargo": "Not verified", "ent_citizens_private_bank": "Not verified" } }, { "id": "technology-banking", "label": "Technology banking", "fact_field": "technology", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_silicon_valley_bank": "Not verified", "ent_first_citizens_bank": "Not verified", "ent_comerica": "Not verified", "ent_stifel": "Not verified", "ent_bmo": "Not verified", "ent_wells_fargo": "Not verified", "ent_citizens_private_bank": "Not verified" } }, { "id": "treasury", "label": "Treasury", "fact_field": "treasury", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_silicon_valley_bank": "Verified", "ent_first_citizens_bank": "Verified", "ent_comerica": "Verified", "ent_stifel": "Not verified", "ent_bmo": "Not verified", "ent_wells_fargo": "Not verified", "ent_citizens_private_bank": "Not verified" } }, { "id": "credit-lending", "label": "Credit & lending", "fact_field": "lending", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_silicon_valley_bank": "Not verified", "ent_first_citizens_bank": "Not verified", "ent_comerica": "Not verified", "ent_stifel": "Not verified", "ent_bmo": "Not verified", "ent_wells_fargo": "Verified", "ent_citizens_private_bank": "Verified" } }, { "id": "private-banking", "label": "Private banking", "fact_field": "private banking", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_silicon_valley_bank": "Verified", "ent_first_citizens_bank": "Not verified", "ent_comerica": "Not verified", "ent_stifel": "Not verified", "ent_bmo": "Not verified", "ent_wells_fargo": "Not verified", "ent_citizens_private_bank": "Verified" } }, { "id": "geography", "label": "Geography", "fact_field": "geographies", "comparability_rule": "Values originate from canonical fields; absence of evidence is shown as Not verified.", "values": { "ent_silicon_valley_bank": [ "United States", "Silicon Valley", "San Francisco Bay Area" ], "ent_first_citizens_bank": [ "United States" ], "ent_comerica": [ "Not verified" ], "ent_stifel": [ "United States", "New York", "London" ], "ent_bmo": [ "Not verified" ], "ent_wells_fargo": [ "Not verified" ], "ent_citizens_private_bank": [ "United States" ] } } ] } ], "benchmarks": [ { "id": "ai-capability", "title": "AI Capability Benchmark", "dataset_version": "0.9.7", "calculated_at": "2026-08-12", "coverage": 0.7778, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "status": "usable", "metrics": [ { "id": "ai-cfo-technology", "name": "CFO Technology: 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"ent_checkout_com", "ent_finastra", "ent_fiserv", "ent_global_payments", "ent_block", "ent_paypal", "ent_toast", "ent_flywire", "ent_billtrust", "ent_versapay", "ent_nium", "ent_thunes", "ent_rapyd", "ent_jack_henry", "ent_gocardless", "ent_klarna", "ent_alkami", "ent_coupa", "ent_puzzle", "ent_tesorio", "ent_vic_ai", "ent_ramp", "ent_brex", "ent_anrok", "ent_blackline", "ent_pilot", "ent_rillet", "ent_zenskar", "ent_bill", "ent_carta", "ent_zeni", "ent_xero", "ent_pulley", "ent_paygentic", "ent_finrep" ], "numerator_entity_ids": [ "ent_vic_ai", "ent_zeni", "ent_finrep" ], "unknown_entity_ids": [], "excluded_entity_ids": [], "scope": { "category": "CFO Technology" }, "filters": { "category": "CFO 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-hr-technology", "name": "HR Technology: documented AI capability", "value": 0.0556, "value_type": "percentage", "unit": "share", "numerator": 3, "denominator": 54, "known_count": 54, "unknown_count": 0, "coverage": 1, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "cohort_entity_ids": [ "ent_adp", "ent_paychex", "ent_ukg", "ent_bamboohr", "ent_greenhouse", "ent_lever", "ent_cornerstone_ondemand", "ent_culture_amp", "ent_betterup", "ent_eightfold_ai", "ent_paradox", "ent_beamery", "ent_workhuman", "ent_paycom", "ent_dayforce", "ent_gusto", "ent_justworks", "ent_personio", "ent_hibob", "ent_remote", "ent_oyster", "ent_papaya_global", "ent_darwinbox", "ent_factorial", "ent_paylocity", "ent_360learning", "ent_degreed", "ent_docebo", "ent_paycor", "ent_icims", "ent_smartrecruiters", "ent_jobvite", "ent_ashby", "ent_gem", "ent_seekout", "ent_namely", "ent_seismic", "ent_charthop", "ent_litmos", "ent_textio", "ent_learnupon", "ent_workable", "ent_cezanne_hr", "ent_talentlms", "ent_escalon", "ent_findem", "ent_rippling", "ent_deel", "ent_lattice", "ent_trinet", "ent_insperity", "ent_15five", "ent_optimhire", "ent_transform" ], "numerator_entity_ids": [ "ent_eightfold_ai", "ent_paradox", "ent_findem" ], "unknown_entity_ids": [], "excluded_entity_ids": [], "scope": { "category": "HR Technology" }, "filters": { "category": "HR 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-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", "ent_celonis", "ent_atlassian", "ent_zoom", "ent_box", "ent_dropbox", "ent_notion", "ent_airtable", "ent_monday_com", "ent_smartsheet", "ent_gitlab", "ent_github", "ent_datadog", "ent_mongodb", "ent_elastic", "ent_confluent", "ent_alteryx", "ent_new_relic", "ent_fis", "ent_braze", "ent_klaviyo", "ent_sprout_social", "ent_hootsuite", "ent_semrush", "ent_similarweb", "ent_amplitude", "ent_mixpanel", "ent_outreach", "ent_salesloft", "ent_gong", "ent_clari", "ent_6sense", "ent_demandbase", "ent_qualtrics", "ent_anthropic", "ent_cohere", "ent_mistral_ai", "ent_hugging_face", "ent_cerebras", "ent_groq", "ent_together_ai", "ent_akamai", "ent_lambda", "ent_dataiku", "ent_datarobot", "ent_h2o_ai", "ent_c3_ai", "ent_datastax", "ent_pinecone", "ent_weaviate", "ent_redis", "ent_neo4j", "ent_cloudera", "ent_teradata", "ent_informatica", "ent_fivetran", "ent_dbt_labs", "ent_collibra", "ent_denodo", "ent_thoughtspot", "ent_dynatrace", "ent_qlik", "ent_sisense", "ent_sigma_computing", "ent_fastly", "ent_starburst", "ent_cockroach_labs", "ent_hashicorp", "ent_nutanix", "ent_vmware", "ent_broadcom", "ent_supermicro", "ent_arm", "ent_qualcomm", "ent_dell_technologies", "ent_pure_storage", "ent_lenovo", "ent_canonical", "ent_red_hat", "ent_cloudbees", "ent_circleci", "ent_harness", "ent_suse", "ent_netapp", "ent_capgemini", "ent_slalom", "ent_cognizant", "ent_rippling", "ent_coupa", "ent_plaid", "ent_stripe", "ent_sharevault", "ent_microsoft", "ent_nvidia", "ent_intel", "ent_databricks", "ent_writer", "ent_glean", "ent_servicenow", "ent_centific", "ent_gumloop", "ent_applitools", "ent_openwater", "ent_signeasy", "ent_hg_insights", "ent_contextqa", "ent_herculesai", "ent_code_conductor", "ent_curated_connections" ], "numerator_entity_ids": [ "ent_amazon_web_services", "ent_google_cloud", "ent_ibm", "ent_snowflake", "ent_palantir", "ent_notion", "ent_github", "ent_mongodb", "ent_elastic", "ent_confluent", "ent_alteryx", "ent_anthropic", "ent_cohere", "ent_mistral_ai", "ent_hugging_face", "ent_cerebras", "ent_groq", "ent_together_ai", "ent_akamai", "ent_lambda", "ent_dataiku", "ent_datarobot", "ent_h2o_ai", "ent_c3_ai", "ent_datastax", "ent_pinecone", "ent_weaviate", "ent_redis", "ent_neo4j", "ent_cloudera", "ent_teradata", "ent_informatica", "ent_fivetran", "ent_dbt_labs", "ent_collibra", "ent_denodo", "ent_thoughtspot", "ent_dynatrace", "ent_qlik", "ent_sisense", "ent_sigma_computing", "ent_fastly", "ent_starburst", "ent_cockroach_labs", "ent_hashicorp", "ent_nutanix", "ent_vmware", "ent_broadcom", "ent_supermicro", "ent_arm", "ent_qualcomm", "ent_dell_technologies", "ent_pure_storage", "ent_lenovo", "ent_canonical", "ent_red_hat", "ent_cloudbees", "ent_circleci", "ent_harness", "ent_suse", "ent_netapp", "ent_capgemini", "ent_slalom", "ent_cognizant", "ent_microsoft", "ent_nvidia", "ent_intel", "ent_databricks", "ent_writer", "ent_glean", "ent_servicenow", "ent_centific", "ent_gumloop", "ent_applitools", "ent_contextqa", "ent_herculesai", "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", "headline_coverage_threshold": 0.6, "cohort_entity_ids": [ "ent_crowdstrike", "ent_zscaler", "ent_wiz", "ent_palo_alto_networks", "ent_fortinet", "ent_okta", "ent_cloudflare", "ent_sentinelone", "ent_check_point_software", "ent_cyberark", "ent_proofpoint", "ent_tenable", "ent_rapid7", "ent_snyk", "ent_rubrik", "ent_vanta", "ent_drata", 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[ "ent_elastic", "ent_capgemini", "ent_microsoft", "ent_adaptive_security", "ent_witnessai", "ent_airmdr", "ent_axari_technologies_inc", "ent_harden", "ent_tenet_security", "ent_aegisai", "ent_counterrun_ai", "ent_atomic_zero" ], "unknown_entity_ids": [ "ent_crowdstrike", "ent_zscaler", "ent_wiz", "ent_palo_alto_networks" ], "excluded_entity_ids": [], "scope": { "category": "Cybersecurity" }, "filters": { "category": "Cybersecurity" }, "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-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", "ent_kroll", "ent_fti_consulting", "ent_teneo", "ent_alexander_group", "ent_rsm_us", "ent_cfgi", "ent_armanino", "ent_protiviti", "ent_era_group", "ent_capgemini", "ent_slalom", "ent_cognizant", "ent_zrg", "ent_robert_half", "ent_centific", "ent_lockton", "ent_909cyber", "ent_atomic_zero", "ent_hackzero_ai" ], "numerator_entity_ids": [ "ent_ibm", "ent_capgemini", "ent_slalom", "ent_cognizant", "ent_centific", "ent_atomic_zero" ], "unknown_entity_ids": [ "ent_korn_ferry", "ent_heidrick_struggles", "ent_pwc", "ent_ey", "ent_kpmg", "ent_mckinsey", "ent_bcg", "ent_bain", "ent_deloitte" ], "excluded_entity_ids": [], "scope": { "category": "Consulting" }, "filters": { "category": "Consulting" }, "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-executive-search", "name": "Executive Search: documented AI capability", "value": 0, "value_type": "percentage", "unit": "share", "numerator": 0, "denominator": 14, "known_count": 14, "unknown_count": 4, "coverage": 0.7778, "headline_eligible": true, "publication_status": 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"ent_centific", "ent_you_com", "ent_granica", "ent_gumloop", "ent_compose_ai", "ent_applitools", "ent_adaptive_security", "ent_witnessai", "ent_airmdr", "ent_resemble_ai", "ent_lockton", "ent_heffernan_insurance_brokers", "ent_pitchbook", "ent_hfs_research", "ent_association_for_corporate_growth", "ent_young_entrepreneur_council", "ent_opal_group", "ent_hacker_dojo", "ent_openwater", "ent_mastercard", "ent_affirm", "ent_pipe", "ent_signeasy", "ent_hg_insights", "ent_altair_capital", "ent_bdev_ventures", "ent_ironarc_ventures", "ent_nanostar_ventures", "ent_verano_capital_partners", "ent_capital_ip_investment_partners", "ent_indian_hills_advisors", "ent_transacta_capital", "ent_oguz_law", "ent_paygentic", "ent_finrep", "ent_thinkingai", "ent_qognitive", "ent_contextqa", "ent_herculesai", "ent_atlas_cloud_ai", "ent_agentic_fabriq", "ent_axari_technologies_inc", "ent_harden", "ent_tenet_security", "ent_909cyber", "ent_aegisai", "ent_secure_octane_investments", "ent_agentrys", "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", "headline_eligible": true, "publication_status": "quality-report", "headline_coverage_threshold": 0.6, "total_entities": 500, "total_facts": 8593, "average_facts_per_entity": 17.19, "median_facts_per_entity": 16, "entities_with_3_plus": 484, "entities_with_5_plus": 475, "entities_with_10_plus": 448, "entities_with_20_plus": 97, "entities_needing_enrichment": 25, "verified_entities": 497, "verified_within_12_months": 500, "missing_headquarters": 408, "missing_founding_year": 405, "conflicting_facts": 0, "stale_facts": 0, "primary_source_entities": 500, "volatile_facts_with_as_of_date": 101, "fact_distribution": [ [ "0–2", 16 ], [ "3–5", 14 ], [ "6–10", 22 ], [ "11–20", 359 ], [ "20+", 97 ] ], "source_fields": [ "facts", "sources", "last_verified", "headquarters", "founded_year", "verification_status" ] } ], "decision_tools": [ { "id": "cfo-private-equity-providers", "title": "Which providers serve both CFOs and private equity firms?", "question": "Which providers serve both CFOs and private equity firms?", "definition": "Organizations must have a CFO role classification plus evidence of a private-equity audience, topic, or industry.", "dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "direct_answer": "32 organizations currently meet every documented criterion in this dataset.", "total_entities": 500, "known_count": 500, "unknown_count": 0, "coverage": 1, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "entity_ids": [ "ent_latham_watkins", "ent_bain", "ent_evercore", "ent_lazard", "ent_houlihan_lokey", "ent_kkr", "ent_blackstone", "ent_silver_lake", "ent_open_future_forum", "ent_cooley", "ent_thoma_bravo", "ent_first_citizens_bank", "ent_silicon_valley_bank", "ent_wells_fargo", "ent_citizens_private_bank", "ent_morgan_stanley", "ent_insight_partners", "ent_westcap", "ent_avenue_capital_group", "ent_brighttower", "ent_intrepid_investment_bankers", "ent_dla_piper", "ent_simmons_simmons", "ent_rsm_us", "ent_protiviti", "ent_zrg", "ent_carta", "ent_hiive", "ent_pitchbook", "ent_association_for_corporate_growth", "ent_opal_group", "ent_transacta_capital" ], "unknown_entity_ids": [], "source_fields": [ "cxo_roles", "audiences", "topics", "industries" ], "method": "Intersect the canonical CFO cohort with evidence-backed private-equity fields.", "caveat": "This is an evidence-backed dataset result, not a recommendation. Missing evidence remains unknown rather than false." }, { "id": "executive-community-private-formats", "title": "Which executive communities offer private dinners or peer groups?", "question": "Which executive communities offer private dinners or peer groups?", "definition": "Executive Communities with evidence for peer groups, executive dinners, private dinners, or private executive gatherings.", "dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "direct_answer": "6 organizations currently meet every documented criterion in this dataset.", "total_entities": 500, "known_count": 499, "unknown_count": 1, "coverage": 0.998, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "entity_ids": [ "ent_vistage", "ent_entrepreneurs_organization", "ent_open_future_forum", "ent_young_presidents_organization", "ent_young_entrepreneur_council", "ent_open_batch" ], "unknown_entity_ids": [ "ent_hacker_dojo" ], "source_fields": [ "categories", "community_formats", "event_formats" ], "method": "Filter the Executive Communities cohort using evidence-linked format classifications.", "caveat": "This is an evidence-backed dataset result, not a recommendation. Missing evidence remains unknown rather than false." }, { "id": "ai-governance-security", "title": "Which AI providers address governance or security?", "question": "Which AI providers address governance or security?", "definition": "AI providers with evidence-linked AI governance, AI security, agent governance, or cybersecurity topics.", "dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "direct_answer": "18 organizations currently meet every documented criterion in this dataset.", "total_entities": 115, "known_count": 107, "unknown_count": 8, "coverage": 0.9304, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "entity_ids": [ "ent_crowdstrike", "ent_palo_alto_networks", "ent_capgemini", "ent_microsoft", "ent_writer", "ent_servicenow", "ent_granica", "ent_adaptive_security", "ent_witnessai", "ent_airmdr", "ent_resemble_ai", "ent_thinkingai", "ent_axari_technologies_inc", "ent_harden", "ent_tenet_security", "ent_aegisai", "ent_counterrun_ai", "ent_atomic_zero" ], "unknown_entity_ids": [ "ent_applitools", "ent_atlas_cloud_ai", "ent_agentic_fabriq", "ent_agentweb", "ent_code_conductor", "ent_everything_ai", "ent_xtrace", "ent_velixar_ai" ], "source_fields": [ "categories", "topics" ], "method": "Filter the AI provider cohort using controlled, evidence-linked topic classifications.", "caveat": "This is an evidence-backed dataset result, not a recommendation. Missing evidence remains unknown rather than false." }, { "id": "venture-backed-technology-advisors", "title": "Which advisory firms serve venture-backed technology companies?", "question": "Which advisory firms serve venture-backed technology companies?", "definition": "Advisory providers need both founder or venture-capital relevance and a documented technology, software, startup, or SaaS industry focus.", "dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "direct_answer": "21 organizations currently meet every documented criterion in this dataset.", "total_entities": 90, "known_count": 72, "unknown_count": 18, "coverage": 0.8, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "entity_ids": [ "ent_wilson_sonsini", "ent_fenwick_west", "ent_cooley", "ent_first_citizens_bank", "ent_silicon_valley_bank", "ent_wells_fargo", "ent_comerica", "ent_brighttower", "ent_intrepid_investment_bankers", "ent_dla_piper", "ent_simmons_simmons", "ent_orrick", "ent_frank_rimerman_co", "ent_burkland", "ent_danforth_advisors", "ent_escalon", "ent_pilot", "ent_zeni", "ent_capital_ip_investment_partners", "ent_transacta_capital", "ent_oguz_law" ], "unknown_entity_ids": [ "ent_korn_ferry", "ent_heidrick_struggles", "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_capital_one", "ent_centific", "ent_indian_hills_advisors", "ent_hackzero_ai" ], "source_fields": [ "categories", "audiences", "topics", "industries" ], "method": "Intersect advisory provider types with evidence-backed venture/founder and technology-market fields.", "caveat": "This is an evidence-backed dataset result, not a recommendation. Missing evidence remains unknown rather than false." }, { "id": "silicon-valley-london", "title": "Which organizations operate in both Silicon Valley and London?", "question": "Which organizations operate in both Silicon Valley and London?", "definition": "Organizations need verified operating geography for both Silicon Valley or the San Francisco Bay Area and London.", "dataset_version": "0.9.7", "schema_version": "1.4.0", "calculated_at": "2026-08-12", "direct_answer": "11 organizations currently meet every documented criterion in this dataset.", "total_entities": 500, "known_count": 386, "unknown_count": 114, "coverage": 0.772, "headline_eligible": true, "publication_status": "decision-ready", "headline_coverage_threshold": 0.6, "entity_ids": [ "ent_wilson_sonsini", "ent_cfgi", "ent_danforth_advisors", "ent_rippling", "ent_lattice", "ent_coupa", "ent_carta", "ent_stripe", "ent_writer", "ent_servicenow", "ent_pitchbook" ], "unknown_entity_ids": [ "ent_vistage", "ent_entrepreneurs_organization", "ent_pavilion", "ent_korn_ferry", "ent_russell_reynolds_associates", "ent_heidrick_struggles", "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_oracle", "ent_sap", "ent_anaplan", "ent_salesforce", "ent_hubspot", "ent_adobe", "ent_crowdstrike", "ent_zscaler", "ent_wiz", "ent_stanford_executive_education", "ent_wharton_executive_education", "ent_mit_sloan_executive_education", "ent_chief", "ent_spencer_stuart", "ent_cooley", "ent_deloitte", "ent_jpmorgan", "ent_sequoia_capital", "ent_thoma_bravo", "ent_workday", "ent_palo_alto_networks", "ent_harvard_business_school_exec_ed", "ent_wells_fargo", "ent_bernstein", "ent_next47", "ent_westcap", "ent_one_way_ventures", "ent_chameleon_ventures", "ent_western_technology_investment", "ent_brighttower", "ent_harvey", "ent_frank_rimerman_co", "ent_burkland", "ent_robert_half", "ent_tesorio", "ent_vic_ai", "ent_ramp", "ent_brex", "ent_bill", "ent_mercury", "ent_rho", "ent_payzen", "ent_xero", "ent_pulley", "ent_hiive", "ent_sharevault", "ent_nvidia", "ent_intel", "ent_scale_ai", "ent_you_com", "ent_granica", "ent_gumloop", "ent_compose_ai", "ent_applitools", "ent_witnessai", "ent_resemble_ai", "ent_lockton", "ent_hfs_research", "ent_hacker_dojo", "ent_openwater", "ent_signeasy", "ent_hg_insights", "ent_nanostar_ventures", "ent_verano_capital_partners", "ent_capital_ip_investment_partners", "ent_indian_hills_advisors", "ent_paygentic", "ent_finrep", "ent_thinkingai", "ent_qognitive", "ent_herculesai", "ent_atlas_cloud_ai", "ent_agentic_fabriq", "ent_axari_technologies_inc", "ent_harden", "ent_aegisai", "ent_agentrys", "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" ], "source_fields": [ "geographies", "geography_status" ], "method": "Intersect only source-supported operating geographies; headquarters is not substituted for an operating market.", "caveat": "This is an evidence-backed dataset result, not a recommendation. Missing evidence remains unknown rather than false." } ] }