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Parasail Blog

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

Inference commits are broken. Here's how we fixed ours.

Most inference commits lock you to hardware you'll outgrow and a model you'll want to swap. We structured Parasail's commit around dollars of inference, not a SKU, so it flexes as your usage and the frontier change.

Mike Henry · June 22, 2026
Product

The idle GPU tax: What it is, why it’s getting worse, and how you can fix it

Learn what the idle GPU tax is, what it costs, and how usage-based billing on dedicated endpoints helps you avoid it altogether.

Gabriel Perácio · June 18, 2026
Engineering

Parasail and Neuralwatt: More Inference from Every Watt

Neuralwatt's energy intelligence is now running in Parasail's fleet, routing compute to the most efficient GPUs and pulling more inference out of every watt.

Parasail · June 10, 2026
Product

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