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Provisioned Throughput

1 post about Provisioned Throughput. Every summary links to the original.

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Together AI
Open, convenient and predictable: Introducing Provisioned Throughput
Companies adopting open-weight models for production workloads have faced a trade-off between convenient but best-effort serverless inference and powerful but complex dedicated GPU instances. Together AI’s Provisioned Throughput fills that gap with reserved inference capacity sold as Provisioned Throughput Units (PTUs). Each PTU is priced at $0.05 per minute and guarantees a fixed rate of tokens per minute for a specific model, with a 99% uptime SLA. Input, cached input, and output tokens draw down capacity at different rates, letting teams optimize for their traffic shape. Available now for MiniMax M3 and GLM-5.2 with capacity in North America and EMEA and a one-month minimum term, at full utilization costs can run roughly $0.36 per million input tokens and $2.16 per million output tokens, up to 90% below proprietary alternatives.

The best engineering reads, once a week.

Topic

1 post about Provisioned Throughput. Every summary links to the original.

Paid picks we use ourselves. Links carry a referral code — a subscription through one earns us a commission at no extra cost to you.

Newest first

Together AI
Open, convenient and predictable: Introducing Provisioned Throughput
Companies adopting open-weight models for production workloads have faced a trade-off between convenient but best-effort serverless inference and powerful but complex dedicated GPU instances. Together AI’s Provisioned Throughput fills that gap with reserved inference capacity sold as Provisioned Throughput Units (PTUs). Each PTU is priced at $0.05 per minute and guarantees a fixed rate of tokens per minute for a specific model, with a 99% uptime SLA. Input, cached input, and output tokens draw down capacity at different rates, letting teams optimize for their traffic shape. Available now for MiniMax M3 and GLM-5.2 with capacity in North America and EMEA and a one-month minimum term, at full utilization costs can run roughly $0.36 per million input tokens and $2.16 per million output tokens, up to 90% below proprietary alternatives.

The best engineering reads, once a week.