Adaptive Inference

Adaptive Inference

Adaptive Inference

What is Adaptive Inference?

What is Adaptive Inference?

What is Adaptive Inference?

Adaptive Inference is a high-volume asynchronous inference service that dynamically scales compute resources, ensuring high rate-limits and predictable turnaround times. It eliminates bottlenecks while delivering unmatched value—up to 50% lower costs than traditional batch inference solutions.

How is this different from standard batch inference?

How is this different from standard batch inference?

How is this different from standard batch inference?

Unlike traditional approaches with strict rate limits and throttling, Adaptive Inference offers uninterrupted, asynchronous processing. It flexibly adjusts to your workload demands, ensuring jobs are completed reliably, no matter the size.

Will I need to manage infrastructure or hardware?

Will I need to manage infrastructure or hardware?

Will I need to manage infrastructure or hardware?

No. Our platform automatically handles scaling and optimization, so you can stay focused on your projects without managing infrastructure.

How significant are the cost savings?

How significant are the cost savings?

How significant are the cost savings?

With Adaptive Inference, you can achieve up to a 50% reduction in inference costs, maximizing value without compromising performance.

Is my data secure with Adaptive Inference?

Is my data secure with Adaptive Inference?

Is my data secure with Adaptive Inference?

Absolutely. Your data is protected with enterprise-grade security protocols designed to ensure its safety at every step. We implement robust encryption for your data both in transit and at rest, follow a rigorous security patching schedule, and enforce the principle of least privilege to carefully manage user roles and credentials. Additionally, we are deeply committed to data privacy, ensuring that your information is never shared with third parties or advertisers

What happens if the completion window is not met?

What happens if the completion window is not met?

What happens if the completion window is not met?

We guarantee processing up to a total of 1 million tokens per user per hour, with a maximum of 4,000 output tokens per request. If any of these boundaries are exceeded, requests may extend into the next completion window, and charges for the subsequent window will apply.

How do we keep costs low?

How do we keep costs low?

kluster.ai leverages a unique and innovative supplier model to dramatically reduce costs while maintaining high performance. Here’s how it works:

We mesh GPUs 

Instead of owning expensive hardware, kluster.ai connects developers to a global network of suppliers. This distributed model enables you to scale your workloads affordably without the overhead costs associated with proprietary infrastructure.

Instead of owning expensive hardware, kluster.ai connects developers to a global network of suppliers. This distributed model enables you to scale your workloads affordably without the overhead costs associated with proprietary infrastructure.

We optimize asynchronous inference

kluster.ai’s Adaptive Inference powers optimized batch processing for large-scale AI jobs. By leveraging flexible timelines, we reduce costs without compromising performance or quality. Adaptive Inference dynamically adjusts compute resources, ensuring smooth scaling and high rate-limits for reliable, uninterrupted processing.

kluster.ai’s Adaptive Inference powers optimized batch processing for large-scale AI jobs. By leveraging flexible timelines, we reduce costs without compromising performance or quality. Adaptive Inference dynamically adjusts compute resources, ensuring smooth scaling and high rate-limits for reliable, uninterrupted processing.

We pass cost savings onto you

We partner with GPU providers worldwide who operate data centers with underutilized compute capacity. By tapping into this excess GPU power, we offer compute at a significantly lower price point compared to traditional infrastructure providers.

We partner with GPU providers worldwide who operate data centers with underutilized compute capacity. By tapping into this excess GPU power, we offer compute at a significantly lower price point compared to traditional infrastructure providers.