{"citations":{"source_mix":{"company_owned":12,"independent":13,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":8},"total_sources":25,"unique_domain_count":15},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-03","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best GPU Cloud Hosting for AI and Machine Learning Workloads","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-03","platform_support":["grok","openai"],"predicate":"final_consensus_rank","qualifier":"GPU cloud compute for AI training","subject":"Crusoe","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-03","platform_support":["grok","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Crusoe","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-03","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Crusoe","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-03","platform_support":["openai","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Crusoe","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-03","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Crusoe","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Crusoe","platform_mentions":2,"platform_share":0.3333333333333333}],"identity":{"dataset_url":"https://hostingconsensusindex.com/datasets/vps-cloud-and-dedicated-server-hosting/gpu-cloud-ai-ml-workloads/crusoe.json","page_url":"https://hostingconsensusindex.com/vps-cloud-and-dedicated-server-hosting/gpu-cloud-ai-ml-workloads/crusoe","report_type":"fit_review","study_id":"MCI-STUDY-B9E810E4021B","title":"Crusoe Review for AI and Machine Learning Workloads"},"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.","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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Hosting Consensus Index cross-platform AI consensus analysis","platforms_included":["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":"2026-10-03 07:24:08.806604+00","research_date":"2026-10-03","source_snapshot_sha256":"f796911cf889ba42ab79f4f0fb3a2dbbe1353fc992ab20d253b6a2a0ba22645a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":10,"ranking_unit":"VPS, cloud, or dedicated server hosting provider"},"schema_version":4,"summary":"Crusoe is a good, but not unequivocally strong, fit for GPU cloud compute for AI training in the United States. Two of the six included platforms named Crusoe during the ranking stage, and its strongest reason to consider it is documented H100/H200 capacity with InfiniBand-backed multi-node clusters and managed Kubernetes or Slurm orchestration. The main limitation is transparency: current spot rates are listed as \"Contact sales,\" reserved pricing is negotiated, and independent verification of live capacity, interruption behavior, and training throughput is thin. Buyers should treat Crusoe…","target_buyer":"An AI startup or data science team that needs GPU compute capacity to train or run machine learning models.","topic":{"base_category":"VPS, Cloud and Dedicated Server Hosting","category_criteria":["GPU model availability","GPU pricing per hour","multi-GPU cluster support","framework and driver support","spot or preemptible pricing options"],"geography":"United States","slug":"best-gpu-cloud-hosting-for-ai-and-machine-learning-workloads","title":"Best GPU Cloud Hosting for AI and Machine Learning Workloads","use_case":"GPU cloud compute for AI training"}}