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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 Scalattice?

Scalattice operates as a managed inference API combined with a distributed GPU network, serving the needs of developers working with open models and GPU owners providing computational resources. Developers can submit requests for chat completions and image generation through endpoints that align with OpenAI’s standards, while also having the option to choose from a variety of models, manage API keys, track credits and usage, control model access, and adhere to regional policies using either Scalattice Cloud or its command-line tool. The requests are executed on the hardware of GPU providers, who receive compensation based on their documented usage within the platform. To participate, GPU providers must install the Scalattice agent on compatible systems running Windows, Linux, or Apple Silicon macOS, enabling them to configure their availability and monitor both job progress and earnings. This service caters to a wide range of users, including application developers, AI pioneers, and GPU operators who seek access to hosted inference services or wish to lend their computational power. Furthermore, the selection and pricing of models are influenced by the existing catalog and the available capacity, ensuring that users can find suitable options for their projects. Ultimately, Scalattice strives to connect developers with GPU providers, thereby improving the overall efficiency and effectiveness of AI model deployment in various applications. By fostering collaboration between these two groups, Scalattice enhances innovation in the field of artificial intelligence.

Media

Media

No images available

Integrations Supported

Integrations Supported

Model Context Protocol (MCP)
OpenAI

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

Inference uses per-token pricing for text models and per-image pricing for image generation. Customers can add prepaid credits; GPU operators earn payouts for completed workloads. Rates and model availability vary by catalog entry and capacity.

Supported Platforms

SaaS
On-Prem

Supported Platforms

SaaS
Windows
Mac
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub

Company Facts

Organization Name

Tensormesh

Date Founded

2025

Company Location

United States

Company Website

www.tensormesh.ai/

Company Facts

Organization Name

Robottik

Date Founded

2026

Company Location

United Kingdom

Company Website

scalattice.com

Categories and Features

AI Inference

Not specified

Categories and Features

AI Inference

Not specified

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