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    Valar Inference

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    Sold by: Valar Labs 
    Deployed on AWS
    Valar is an inference platform purpose-built for agentic and other high-volume AI workloads. We run leading open-weight models on a throughput-optimized stack to deliver 5-20x lower cost.

    Overview

    Valar is the inference platform for agentic and async workloads. We run leading open-weight models on an optimized stack across GPUs and alternative accelerators, delivering 5-20x lower cost than frontier APIs with better reliability and throughput.

    That cost advantage lets teams run longer and more capable background agents - larger models, deeper reasoning loops, broader search, more retries, and stronger validation on every task. The result is smarter long-running AI workflows, higher throughput, better reliability, and dramatically better intelligence per dollar.

    Highlights

    • Run popular open-weight models - Kimi K, GLM, DeepSeek, MiniMax M3, Qwen3.5, gpt-oss and more, behind one OpenAI-compatible API, optimized for the economics of long-running agent and async work rather than the speed of a single call.
    • Build agentic and compound systems on the primitives you already use: tool calls, structured (JSON-schema) outputs, background/async mode, webhooks, and idempotency across the Responses and Chat Completions APIs.
    • Pick a completion window per request and trade wall-clock time for price: Standard runs about 50% below competitor serverless rates, Flex about 65%, with automatic prefix caching on every request.

    Details

    Delivery method

    Deployed on AWS
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    Pricing

    Valar Inference

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    Pricing is based on the duration and terms of your contract with the vendor, and additional usage. You pay upfront or in installments according to your contract terms with the vendor. This entitles you to a specified quantity of use for the contract duration. Usage-based pricing is in effect for overages or additional usage not covered in the contract. These charges are applied on top of the contract price. If you choose not to renew or replace your contract before the contract end date, access to your entitlements will expire.
    Additional AWS infrastructure costs may apply. Use the AWS Pricing Calculator  to estimate your infrastructure costs.

    12-month contract (1)

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    Dimension
    Description
    Cost/12 months
    Enterprise
    Shared Deployment. Private offer only - contact Valar for custom pricing.
    $250,000.00

    Additional usage costs (1)

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    The following dimensions are not included in the contract terms, which will be charged based on your usage.

    Dimension
    Description
    Cost/unit
    Usage
    Additional Usage
    $1.00

    AI Insights

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    Dimensions summary

    This contract pricing has two parts. The Usage (Units) dimension bills you for additional usage beyond your base contract, so costs scale with how much you consume. The Enterprise (Units) dimension covers a shared deployment and is available only through a private offer. For that option, you contact Valar to arrange custom pricing rather than buying at a published rate. Together, these dimensions let you pay for incremental usage or set up a tailored enterprise deployment.

    Top-of-mind questions for buyers

    A unit measures inference usage. This product runs agentic workloads, which involve repeated model calls, tool use, retries, and state over long-running tasks. One task can generate up to millions of tokens, so units reflect the compute consumed completing work, not single chat requests.
    The Usage (Units) dimension bills for additional usage beyond your base contract. Charges apply as you consume compute to run inference workloads. Costs scale with how much you use, so heavier agentic workloads accrue more usage charges on your invoice.
    The Enterprise (Units) dimension covers a shared deployment and is offered only through a private offer, so you contact Valar for custom pricing. The Usage (Units) dimension meters additional consumption at a published rate. Private deployments support data residency within your own environment.
    valarhq.ai
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    Usage information

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    Delivery details

    Software as a Service (SaaS)

    SaaS delivers cloud-based software applications directly to customers over the internet. You can access these applications through a subscription model. You will pay recurring monthly usage fees through your AWS bill, while AWS handles deployment and infrastructure management, ensuring scalability, reliability, and seamless integration with other AWS services.

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