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BUYER PROMPT / PUBLISHED EVIDENCE

Which criteria expose capacity, interruption, egress, quota, and vendor lock-in risk when selecting a cloud GPU provider?

An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.

Intent
commercial
Model providers
3
Categories
1
Last observed
Jul 27, 2026, 12:00 AM UTC
COMPETITIVE OUTCOME

Brands surfaced

Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.

#BrandCategoryProvidersMentionsOwned citationsProvider evidence
01Google Cloudcloud.google.comGPU clouds110Anthropic
02Oracle Cloud Infrastructureoracle.comGPU clouds101Anthropic
MODEL COMPARISON

Answer matrix

One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.

ProviderModel versionCategoryBrands surfacedCitationsUnique domainsAnswer hash
Openaiopenai/gpt-4o-miniGPU cloudsNone observed667f5eeb15…be2d3
Anthropicanthropic/claude-haiku-4-5GPU cloudsGoogle Cloud · Oracle Cloud Infrastructure8873e84d80…60f15
Geminigoogle/gemini-2.5-flashGPU cloudsNone observed334559abf7…c8911
URL-DERIVED CITATIONS

Sources cited

Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.

DomainCited pageBest positionProvidersObservationsCategories
cast.aihttps://cast.ai/blog/vendor-lock-in-and-how-to-break-free/1Anthropic1GPU clouds
cudocompute.comhttps://cudocompute.com/blog/gpu-cloud-provider-evaluation-checklist1Openai1GPU clouds
digitalocean.comhttps://digitalocean.com/resources/articles/cloud-gpu-provider1Gemini1GPU clouds
sisgain.comhttps://sisgain.com/blogs/multi-cloud-gpu-strategy-for-enterprise-llms2Openai1GPU clouds
spheron.networkhttps://spheron.network/blog/gpu-cloud-egress-data-transfer-costs-ai-workloads-2026/2Anthropic1GPU clouds
venminder.comhttps://venminder.com/blog/cloud-service-provider-risks-mitigation-tips?hs_amp=true2Gemini1GPU clouds
computestacker.comhttps://computestacker.com/insights/hidden-costs-gpu-cloud/3Gemini1GPU clouds
onesourcecloud.nethttps://onesourcecloud.net/cms/evaluate-private-ai-infrastructure-company.html3Openai1GPU clouds
oracle.comhttps://oracle.com/cloud/economics/3Anthropic1GPU clouds
medium.comhttps://medium.com/@kamil.machalica1/what-is-vendor-lock-in-in-cloud-computing-examples-exit-costs-and-how-to-avoid-it-906b924c81dd4Anthropic1GPU clouds
stackai.comhttps://stackai.com/insights/the-hidden-costs-of-vendor-lock-in-for-ai-infrastructure4Openai1GPU clouds
lyceum.technologyhttps://lyceum.technology/magazine/multi-cloud-gpu-avoid-vendor-lock-in/5Openai1GPU clouds
sedai.iohttps://sedai.io/blog/vendor-lock-in5Anthropic1GPU clouds
fin.aihttps://fin.ai/learn/evaluate-vendor-lock-in-ai-customer-service6Openai1GPU clouds
linkedin.comhttps://linkedin.com/posts/akhilesh-mishra-0ab886124_everyones-optimizing-kubernetes-costs-almost-activity-7482791789972676609-gS9v6Anthropic1GPU clouds
drj.comhttps://drj.com/industry_news/understanding-the-risks-of-cloud-vendor-lock-in/7Anthropic1GPU clouds
reddit.comhttps://reddit.com/r/AskProgramming/comments/1jkn8yq/why_do_companies_ignore_vendor_lockin_risks_with/8Anthropic1GPU clouds
Snapshot IDs971c6a81-9f43-4199-9edc-b9bcab011702
Corpus versionscloud-gpu-platforms-2026-07-27
Benchmark versions4-cloud-gpu-platforms-2026-07-27-models-64232fd32583

Coverage: GPU clouds. Full answers stored: no · Full answers published: no · Tenant data included: no.