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What is Tensormesh?

Tensormesh is a groundbreaking caching solution tailored for inference processes with large language models, enabling businesses to leverage intermediate computations and significantly reduce GPU usage while improving time-to-first-token and overall responsiveness. By retaining and reusing vital key-value cache states that are often discarded after each inference, it effectively cuts down on redundant computations, achieving inference speeds that can be "up to 10x faster," while also alleviating the pressure on GPU resources. The platform is adaptable, supporting both public cloud and on-premises implementations, and includes features like extensive observability, enterprise-grade control, as well as SDKs/APIs and dashboards that facilitate smooth integration with existing inference systems, offering out-of-the-box compatibility with inference engines such as vLLM. Tensormesh places a strong emphasis on performance at scale, enabling repeated queries to be executed in sub-millisecond times and optimizing every element of the inference process, from caching strategies to computational efficiency, which empowers organizations to enhance the effectiveness and agility of their applications. In a rapidly evolving market, these improvements furnish companies with a vital advantage in their pursuit of effectively utilizing sophisticated language models, fostering innovation and operational excellence. Additionally, the ongoing development of Tensormesh promises to further refine its capabilities, ensuring that users remain at the forefront of technological advancements.

What is Nebius Token Factory?

Nebius Token Factory serves as an innovative AI inference platform that simplifies the creation of both open-source and proprietary AI models, eliminating the necessity for manual management of infrastructure. It offers enterprise-grade inference endpoints designed to maintain reliable performance, automatically scale throughput, and deliver rapid response times, even under heavy request loads. With an impressive uptime of 99.9%, the platform effectively manages both unlimited and tailored traffic patterns based on specific workload demands, enabling a smooth transition from development to global deployment. Nebius Token Factory supports a wide range of open-source models such as Llama, Qwen, DeepSeek, GPT-OSS, and Flux, empowering teams to host and enhance models through a user-friendly API or dashboard. Users enjoy the ability to upload LoRA adapters or fully fine-tuned models directly while still maintaining the high performance standards expected from enterprise solutions for their customized models. This robust support system ensures that organizations can confidently harness AI capabilities to adapt to their changing requirements, ultimately enhancing their operational efficiency and innovation potential. The platform's flexibility allows for continuous improvement and optimization of AI applications, setting the stage for future advancements in technology.

Media

Media

Integrations Supported

DeepSeek V3.1
DeepSeek-V3
Devstral Small 2
FLUX.1
GLM-4.5
Gemma 2
Gemma 3
Gemma 4
Hermes 4
Kimi
Kimi K2 Thinking
Llama 3.3
Llama Guard
Mistral NeMo
Nebius
Qwen3
Qwen3-Coder
gpt-oss-120b
gpt-oss-20b
pgvector

Integrations Supported

DeepSeek V3.1
DeepSeek-V3
Devstral Small 2
FLUX.1
GLM-4.5
Gemma 2
Gemma 3
Gemma 4
Hermes 4
Kimi
Kimi K2 Thinking
Llama 3.3
Llama Guard
Mistral NeMo
Nebius
Qwen3
Qwen3-Coder
gpt-oss-120b
gpt-oss-20b
pgvector

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$0.02
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Tensormesh

Date Founded

2025

Company Location

United States

Company Website

www.tensormesh.ai/

Company Facts

Organization Name

Nebius

Date Founded

2022

Company Location

Netherlands

Company Website

nebius.com/services/token-factory/enterprise-grade-inference

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