Parasail Blog

Product updates, engineering deep dives, and thought leadership from the Parasail team.

How to choose the right managed inference architecture: Serverless, dedicated, dedicated serverless, or batch

Use this decision framework to choose the right managed inference mode based on latency requirements, GPU breakeven utilization, and whether your workload needs a dedicated endpoint.
Gabriel Perácio · June 9, 2026
Product

Serverless vs. Dedicated Inference: Why We Built Dedicated Serverless

With dedicated serverless you get dedicated hardware on per-token pricing, no idle-hour charges or long-term GPU commitment.
Gabriel Perácio · May 29, 2026
Product

Parasail and Wafer AI: Faster models, lower costs

Parasail and Wafer AI are partnering to make frontier AI cheaper and more accessible.
Parasail · April 30, 2026
Product

Making an EAGLE fly: How We Got 2.6x Faster LLM Inference (Without Cheating)

We trained a custom EAGLE-3 speculative decoding head for OLMo-3.1-32B-Think and got 2.6x faster inference.
Gabriel Perácio · April 28, 2026
Engineering

Making Cold Start Latencies go Brrrr: A Multi-pronged Approach (Part 1)

We walk through how we combined fastsafetensors, O_DIRECT, and io_uring to get fast cold-starts and fast warm-starts on the same stack.
Meghana Madhyastha · April 20, 2026
Engineering