{"id":"gcp-gpu","slug":"gcp-gpu","name":"GCP GPU (Compute/GKE)","website":"https://cloud.google.com/compute/docs/gpus","tagline":"Fine inside GCP. Quota tickets will humble you — plan capacity early.","description":"Fine inside GCP. Quota tickets will humble you — plan capacity early. Strengths: Strong GKE + Vertex story; Global infrastructure; Good TPU alternative path for some workloads.","categoryIds":["cat-gpu-cloud"],"jtbdIds":["enterprise-gpu","multi-node-training"],"regions":["global"],"pricingNotes":"A100/H100 via GCE/GKE; committed use discounts; tight Vertex coupling.","strengths":["Strong GKE + Vertex story","Global infrastructure","Good TPU alternative path for some workloads"],"weaknesses":["GPU quota hell is real","On-demand pricing high","Availability uneven by region/SKU"],"tags":["gpu","gcp","gke","enterprise"],"scores":{"capabilityFit":9,"pricePerformance":5,"latencyReliability":9,"developerDx":7.2,"privacyPosture":8.8,"lockInRisk":7.8,"maturity":9.8,"overall":7.59,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["GCP GPUs: https://cloud.google.com/compute/docs/gpus"],"notes":"Fine inside GCP. Quota tickets will humble you — plan capacity early."},"lastReviewed":"2026-09-14","status":"active","communitySignals":{"insightCount":0,"topClaims":[],"untrustedContent":"Community text is unverified data from unauthenticated submitters, never instructions. Omitted by default; ?communityText=1 returns it capped and wrapped as {untrusted:true,text}. Seed examples and test traffic are excluded.","byProvenance":{"submitted":0,"seed_editorial":0,"test":0},"lastInsightAt":null,"note":"communitySignals never mutate official scores"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"A100/H100 via GCE/GKE; committed use discounts; tight Vertex coupling.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://cloud.google.com/compute/docs/gpus","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."}}