{"citations":{"source_mix":{"company_owned":29,"independent":11,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":34,"partial":6},"total_sources":40,"unique_domain_count":13},"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","openai"],"predicate":"final_consensus_rank","qualifier":"GPU cloud compute for AI training","subject":"Amazon Web Services","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-03","platform_support":["deepseek","google","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Amazon Web Services","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-03","platform_support":["openai","grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Amazon Web Services","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-03","platform_support":["deepseek","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Amazon Web Services","unit":"platforms","value":4}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.666666666666667,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Amazon Web Services","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/amazon-web-services.json","page_url":"https://hostingconsensusindex.com/vps-cloud-and-dedicated-server-hosting/gpu-cloud-ai-ml-workloads/amazon-web-services","report_type":"fit_review","study_id":"MCI-STUDY-D8FDD1B15638","title":"Amazon Web Services 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.","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 07:18:33.981223+00","research_date":"2026-10-03","source_snapshot_sha256":"16469c0db9ce3afa05c2849c9b4a4766dc1b8ebc44c87fc36f251b77b8920dfb","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":21,"qualified_finalists":10,"ranking_unit":"VPS, cloud, or dedicated server hosting provider"},"schema_version":4,"summary":"Amazon Web Services is a strong fit for GPU cloud compute for AI training when a team needs H100/H200-class instances, multi-GPU distributed training, and flexible purchasing modes. Three of six platforms named AWS during the ranking stage (50% share), at an average listed rank of 6.67 and a best rank of 5. The strongest reason to consider it is the combination of 8-GPU P5/P5e nodes, EFA networking for multi-node NCCL training, and three purchasing paths (On-Demand, Spot, Capacity Blocks). The main limitation is cost and complexity: AWS carries high on-demand list prices, variable Spot…","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"}}