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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-based listing bills through two usage-based dimensions, both measured in Units. The Additional Usage dimension covers consumption beyond your base commitment, so you pay for extra Units as your inference workloads grow. The Shared Deployment dimension covers Units run on shared infrastructure managed by the vendor. Both scale with how many Units you consume rather than a fixed number of seats or instances. You choose the dimension that matches your deployment setup, and your total cost tracks the volume of inference work you run.

    Top-of-mind questions for buyers

    A Unit measures the inference work you run through the service. Your bill tracks the volume of inference jobs processed, not the number of seats or servers. Both the Additional Usage and Shared Deployment dimensions meter consumption in these Units.
    Shared Deployment covers Units run on infrastructure the vendor manages and shares across customers. Additional Usage covers consumption beyond your base contract commitment. Both bill independently by Unit volume, so you pay only for the dimension matching your deployment and the amount you consume.
    The service offers execution modes that trade latency for price. You can run jobs immediately or send them in background and batch modes across longer completion windows. Choosing a longer window can lower cost. Billing still meters the Units your workloads consume in either dimension.
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    All fees are non-cancellable and non-refundable except as required by law.

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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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