Honest Reviews and Practical Guides for Managed AI Models
Pricing breakdowns, performance benchmarks, and hands-on comparisons of model hosting, fine-tuning platforms, and inference APIs. Written for ML engineers, not sales teams.
Recent Articles
Model Serving Latency: Benchmarks That Actually Matter
A practitioner's analysis of model serving latency benchmarks — what TTFT, ITL, and p95 numbers mean in production versus controlled tests.
LoRA Fine-Tuning Tutorial: Step-by-Step With Together AI
A practical walkthrough for fine-tuning open-source LLMs with LoRA on Together AI. Covers dataset prep, API calls, hyperparameters, and the mistakes that waste your training budget.
GPU Cloud Pricing: A100 vs H100 vs L40S Across Providers
A100, H100, and L40S GPU instance pricing compared across Lambda Labs, CoreWeave, RunPod, AWS, and GCP — with a cost table and ROI framework.