GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
RTX 5060 Ti 16GB as FLUX API Backend
Host FLUX.1-schnell as a Replicate-style image API on Blackwell 16GB - 2.4 seconds per image, Apache 2.0 license, webhooks and queue included.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 5060 Ti 16GB for First AI Server
Choosing Blackwell 16GB as your first dedicated AI server - what runs immediately, what doesn't, and how to avoid early…
RTX 5060 Ti 16GB for Iterative Fine-Tune Loop
A dedicated GPU for train-eval-iterate cycles - dataset scripts, per-experiment LoRA, hot-swap deploy.
RTX 5060 Ti 16GB as Embedding API
OpenAI-compatible embedding API on Blackwell 16GB - BGE-base at 10,200 texts per second, no per-token bill, UK data residency.
RTX 5060 Ti 16GB for Education Tutor
Edtech tutor AI on Blackwell 16GB - Socratic reasoning, maths help, age-appropriate content, safe and private.
RTX 5060 Ti 16GB as Edge AI Backend
Back mobile apps and IoT devices with a Blackwell 16 GB inference server - batching, async queues, sub-second budgets.
RTX 5060 Ti 16GB for Ecommerce AI
Ecommerce AI on Blackwell 16GB - product descriptions, recommendation reranking, visual search, and chat commerce.
RTX 5060 Ti 16GB for Drupal AI Integration
Point the Drupal AI module suite at a self-hosted Blackwell 16GB endpoint for unlimited content, alt text and translation.
RTX 5060 Ti 16GB for Document Q&A
Document Q&A systems on Blackwell 16GB - PDF/OCR ingest, retrieval, and LLM answer generation on one card.
RTX 5060 Ti 16GB for Discord Bot AI Backend
Self-hosted Discord bot on Blackwell 16GB - discord.py plus Llama 3 8B, with optional voice-channel ASR for transcript commands.
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