{"citations":{"source_mix":{"company_owned":23,"independent":12,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":25,"partial":8},"total_sources":35,"unique_domain_count":7},"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":["deepseek","google","perplexity"],"predicate":"final_consensus_rank","qualifier":"GPU cloud compute for AI training","subject":"Oracle Cloud Infrastructure GPU Compute","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-03","platform_support":["deepseek","google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Oracle Cloud Infrastructure GPU Compute","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-03","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Oracle Cloud Infrastructure GPU Compute","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-03","platform_support":["openai","deepseek","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Oracle Cloud Infrastructure GPU Compute","unit":"platforms","value":5}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8.666666666666666,"best_rank":7,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Oracle Cloud Infrastructure GPU Compute","platform_mentions":3,"platform_share":0.5}],"identity":{"dataset_url":"https://hostingconsensusindex.com/datasets/vps-cloud-and-dedicated-server-hosting/gpu-cloud-ai-ml-workloads/oracle-cloud-infrastructure-gpu-compute.json","page_url":"https://hostingconsensusindex.com/vps-cloud-and-dedicated-server-hosting/gpu-cloud-ai-ml-workloads/oracle-cloud-infrastructure-gpu-compute","report_type":"fit_review","study_id":"MCI-STUDY-5314831FFCDC","title":"Oracle Cloud Infrastructure GPU Compute 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.","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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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 07:18:33.979162+00","research_date":"2026-10-03","source_snapshot_sha256":"ea54547082322dcc5d263f256d6d8a85fbd1f8a637822c8fbae906680017b671","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":10,"ranking_unit":"VPS, cloud, or dedicated server hosting provider"},"schema_version":4,"summary":"Oracle Cloud Infrastructure GPU Compute is a good, but not unequivocally strong, fit for GPU cloud compute for AI training. Three of the six included platforms named it during the ranking stage — deepseek, google, and perplexity — giving it a 50% share of included platform responses, an average listed rank of 8.67, and a best listed rank of 7. The strongest reason to consider it is bare-metal 8-GPU A100 and H100 nodes with RDMA/RoCE cluster networking and large local NVMe storage . The main limitation is that preemptible pricing is documented at 50% below on-demand but excludes bare-metal…","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"}}