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About

Tensormesh is a caching layer built specifically for large-language-model inference workloads that enables organizations to reuse intermediate computations, drastically reduce GPU usage, and accelerate time-to-first-token and latency. It works by capturing and reusing key-value cache states that are normally thrown away after each inference, thereby cutting redundant compute and delivering “up to 10x faster inference” while substantially lowering GPU load. It supports deployments in public cloud or on-premises, with full observability and enterprise-grade control, SDKs/APIs, and dashboards for integration into existing inference pipelines, and compatibility with inference engines such as vLLM out of the box. Tensormesh emphasizes performance at scale, including sub-millisecond repeated queries, while optimizing every layer of inference from caching through computation.

About

Build, train, and deploy models faster at scale with fully managed infrastructure, tools, and workflows. Deploy custom AI & LLMs on any infrastructure in seconds and scale inference with ease. Handle your most demanding tasks with batch job scheduling, only paying with per-second billing. Optimize costs with GPU usage, spot instances, and built-in automatic failover. Train with a single command with YAML, simplifying complex infrastructure setups. Automatically scale up workers during high traffic and scale down to zero during inactivity. Deploy cutting-edge models with persistent endpoints in a serverless environment, optimizing resource usage. Monitor system and inference metrics in real-time, including worker count, GPU utilization, latency, and throughput. Efficiently conduct A/B testing by splitting traffic among multiple models for evaluation.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Enterprises and AI infrastructure teams wanting a tool to reduce latency and cost while maintaining full control over deployment and data

Audience

High-performance ML teams

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

$100 + compute/month
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Tensormesh
Founded: 2025
United States
www.tensormesh.ai/

Company Information

VESSL AI
Founded: 2020
United States
vessl.ai/

Alternatives

Alternatives

Categories

Categories

Integrations

Amazon Web Services (AWS)
FLUX.1
FLUX.2
Gemma
Gemma 2
Google Cloud Platform
Jupyter Notebook
Kubernetes
LangChain
Llama 3
Llama 3.1
Llama 3.2
Mixtral 8x22B
Mixtral 8x7B
MusicGen
Pinecone
Stable Diffusion
Visual Studio Code
Vultr
Whisper

Integrations

Amazon Web Services (AWS)
FLUX.1
FLUX.2
Gemma
Gemma 2
Google Cloud Platform
Jupyter Notebook
Kubernetes
LangChain
Llama 3
Llama 3.1
Llama 3.2
Mixtral 8x22B
Mixtral 8x7B
MusicGen
Pinecone
Stable Diffusion
Visual Studio Code
Vultr
Whisper
Claim Tensormesh and update features and information
Claim Tensormesh and update features and information
Claim VESSL AI and update features and information
Claim VESSL AI and update features and information