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What is ZenLLM?

ZenLLM is an AI-powered platform designed to help engineering teams minimize expenses related to the deployment of LLM applications in active settings. It achieves this by connecting provider invoices directly to the specific activities within applications, allowing for the identification of which prompts, workflows, models, customers, retries, and request paths drive financial costs. Through the ZenLLM SDK, teams can send request-level telemetry, integrating essential business context, such as workflow, owner, customer, team, or product feature, while avoiding the storage of prompt or response content. The platform also monitors token usage, model choices, latency, errors, retries, and total expenses, uncovering inefficient patterns that are often concealed in provider dashboards. It is adept at detecting instances of context buildup when conversations or agents repeatedly transmit lengthy histories, unnecessary reliance on premium models for low-risk tasks, retry loops that incur additional costs, outdated system prompts, routing mistakes, anomalies, and a general lack of accountability regarding expenditures. Moreover, ZenLLM provides teams with the insights needed to make strategic decisions that can greatly improve cost-effectiveness in their operations involving LLM applications. By leveraging these capabilities, organizations can foster a culture of financial awareness and efficiency, ultimately leading to better resource allocation and project outcomes.

What is SatGate?

SatGate serves as a crucial governance and oversight mechanism for AI agents, managing their permissions, spending, delegation, and operational functionalities before they engage with APIs, models, MCP tools, or any external paid services. Acting as both an HTTP reverse proxy and MCP proxy, it enforces scoped authority, individual agent budgets, routing guidelines, and revocation of requests seamlessly within the workflow. To access these capabilities, agents must authenticate through recognized systems such as Kubernetes, AWS, or OIDC, after which SatGate Mint transforms the authenticated identity into a cryptographically secured Macaroon that specifies constraints on scope, budget, expiration, and the depth of delegation. The design of this architecture guarantees that permissions can only become more restrictive as requests move through chains of agents, effectively preventing sub-agents from surpassing their designated authority. Furthermore, the Observe mode meticulously monitors requests and evaluates resource utilization by categorizing data based on agents, teams, tools, routes, and cost centers, all while maintaining existing workflows. On the other hand, the Control mode establishes stringent budgetary constraints to deter unauthorized or expensive actions from being carried out. This integrated dual functionality not only ensures organizations retain comprehensive oversight but also empowers their AI agents with the freedoms they require to operate effectively. Additionally, such a system fosters a balance between innovation and risk management in the deployment of AI technologies.

Media

Media

Integrations Supported

Anthropic
Claude
Gemini
OpenAI
Perplexity
Amazon Web Services (AWS)
Google Sheets
Grok
JSON
Kubernetes
Microsoft Excel
Mistral AI
Model Context Protocol (MCP)
Webrix MCP Gateway

Integrations Supported

Anthropic
Claude
Gemini
OpenAI
Perplexity
Amazon Web Services (AWS)
Google Sheets
Grok
JSON
Kubernetes
Microsoft Excel
Mistral AI
Model Context Protocol (MCP)
Webrix MCP Gateway

API Availability

Has API

API Availability

Has API

Pricing Information

$49 per month
Free Version
Free Trial Offered?

Pricing Information

$99 per month
Free Version
Free Trial Offered?

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

ZenLLM

Company Location

United States

Company Website

www.zenllm.io

Company Facts

Organization Name

SatGate

Company Location

United States

Company Website

satgate.io

Categories and Features

Categories and Features

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