Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
OpenAI's Whisper Turbo is roughly 8x faster than large-v3 with minimal accuracy loss - the practical default for self-hosted transcription.
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Transcription tells you what was said. Diarization tells you who said it. Combined pipeline on a dedicated GPU for full…
Charge customers per user seat or per GPU capacity? The choice affects unit economics, churn dynamics, and who pays for…
Parler-TTS from Hugging Face is a description-controlled text-to-speech model. Self-hosting it gives you natural voices without API fees.
Whether you treat GPU hosting as opex or own-and-depreciate as capex has tax and accounting implications. The trade-off analysis.
Power limits, clock speeds, and persistence mode - the nvidia-smi settings that affect both cost and performance on a dedicated…
A reranker after a vector search step lifts retrieval accuracy substantially. BGE reranker v2-m3 is the practical self-hosted choice.
BGE-M3 is a multilingual, multi-function embedding model with native dense, sparse, and ColBERT-style outputs - the most capable single embedder…
Host production chatbots on a single RTX 5060 Ti 16GB with Llama 3 8B or Phi-3, prefix caching, and concurrency…
How the RTX 5060 Ti 16GB runs Cohere Aya 23 8B, Aya Expanse 8B, and Aya-101 across 101 languages with…
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