GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Migrate from Anthropic to Self-Hosted: Document Analysis Guide
Replace your Anthropic-powered document analysis pipeline with a self-hosted GPU setup, processing thousands of PDFs and contracts without per-page API costs.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Anthropic Data Retention for Legal AI
Legal AI applications face data retention challenges with Anthropic's API, including client confidentiality risks, privilege concerns, and regulatory obligations. Self-hosted…
Google Vertex Data Residency Issues for UK
UK organisations using Google Vertex AI face data residency challenges with limited UK region availability, cross-border processing, and evolving post-Brexit…
AWS Bedrock GDPR Compliance Gaps
AWS Bedrock introduces GDPR compliance gaps through cross-region processing, unclear model provider data flows, and limited data residency controls. UK-based…
OpenAI Data Privacy for Healthcare AI
Healthcare AI applications face unique data privacy challenges with OpenAI's API, from HIPAA compliance gaps to patient data transmission risks.…
Replicate Queue Times at Peak Hours
Replicate queue times balloon during peak hours, adding unpredictable delays to production AI workloads. Dedicated GPUs process every request instantly…
Together.ai Rate Limits Under Load
Together.ai's rate limits tighten under heavy load, throttling production workloads during critical traffic peaks. Dedicated GPUs serve every request without…
RunPod GPU Shortages: Reliability Analysis
RunPod GPU availability fluctuates with market demand, leaving production workloads stranded during shortages. Dedicated GPU hosting guarantees hardware availability around…
AWS Bedrock Throttling: Impact on Enterprise AI
AWS Bedrock throttles enterprise AI workloads through token-per-minute limits and quota restrictions. See how dedicated GPUs eliminate throttling for mission-critical…
OpenAI Outages: Protecting Your Production AI
OpenAI outages hit production AI systems multiple times monthly. Learn why self-hosted inference on dedicated GPUs gives you uptime guarantees…
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