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What is Tinfoil?

Tinfoil represents a cutting-edge AI platform that prioritizes user privacy through the implementation of zero-trust and zero-data-retention principles, leveraging either open-source or tailored models within secure cloud-based hardware enclaves. This pioneering method replicates the data privacy assurances generally associated with on-premises systems while simultaneously offering the adaptability and scalability inherent to cloud technologies. Every interaction and inference task conducted by users occurs within confidential-computing environments, ensuring that neither Tinfoil nor its cloud service provider can access or retain any user data. Tinfoil provides a variety of services such as private chat, secure data analysis, customizable fine-tuning options, and an inference API that works seamlessly with OpenAI. It adeptly manages functions related to AI agents, private content moderation, and proprietary code models. Furthermore, Tinfoil boosts user trust through features like public verification for enclave attestation, strong provisions for "provable zero data access," and smooth integration with popular open-source models. As a result, Tinfoil stands out as a holistic solution for data privacy in the realm of AI, making it an invaluable asset for organizations aiming to navigate the complexities of AI technology while safeguarding user confidentiality. Ultimately, Tinfoil not only positions itself as a reliable partner in leveraging the capabilities of AI but also elevates the standard for privacy practices within the industry.

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.

Media

Media

Integrations Supported

DeepSeek R1
Llama 3.3
OpenAI
Qwen3-Coder
Slack
gpt-oss-120b
gpt-oss-20b

Integrations Supported

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Trial Offered?

Pricing Information

Pricing not provided

Supported Platforms

SaaS
On-Prem

Supported Platforms

SaaS
On-Prem

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub
Online Training

Company Facts

Organization Name

Tinfoil

Date Founded

2024

Company Location

United States

Company Website

tinfoil.sh/

Company Facts

Organization Name

Tensormesh

Date Founded

2025

Company Location

United States

Company Website

www.tensormesh.ai/

Categories and Features

AI Inference

Not specified

Confidential AI

Not specified

Categories and Features

AI Inference

Not specified

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