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What is Graft?

Graft AI is a platform for helping AI agents safely use the legacy software that businesses already depend on. It turns real application interfaces into stable tools, allowing agents to execute workflows without requiring source-system replacement or new APIs. Graft is built for systems such as ERPs, mainframes, desktop apps, web portals, virtual desktops, internal applications, custom systems, and file-based workflows. The platform observes real workflows and maps screens, inputs, transitions, rules, side effects, and interface states. It then compiles those workflows into typed schemas, adapters, policy boundaries, recovery behavior, idempotency rules, and conformance tests. Agents can call the resulting stable MCP tools instead of rediscovering and navigating the interface from scratch each time. Graft verifies source-system effects through independent evidence, such as source records or generated IDs, so actions can be proven rather than assumed. Policy controls enforce approvals, roles, boundaries, least-privilege access, and permission-aware execution before agents make changes. Every action is logged with full context, giving teams a complete audit trail across workflows such as order creation, invoice processing, customer updates, ticket creation, reconciliation, reporting, and support operations. The platform runs in the customer’s environment, keeps data under customer control, and states that customer data does not train its models. By combining interface mapping, stable tool contracts, governed execution, source-effect verification, audit trails, and agent framework compatibility, Graft AI helps enterprises extend AI agents into the systems they cannot replace.

What is Amnic?

Amnic stands out as a cutting-edge FinOps solution that leverages intelligent AI agents to enhance organizations' ability to monitor and manage their cloud spending. By automating the cloud cost management processes, it deploys agents tailored to specific roles, which analyze usage trends, spot irregularities, and provide insights tailored to diverse stakeholders. Featuring powerful cloud cost observability tools, Amnic empowers teams to visualize, scrutinize, and optimize their infrastructure expenditures, converting complex cloud billing data into clear, actionable insights. The system facilitates quicker assessments of cloud financial health, presents findings in natural language, and simplifies reporting tasks, significantly reducing the manual workload typically linked to FinOps activities. Moreover, its built-in governance features allow for monitoring budget discrepancies, ensuring adherence to tagging standards, and defining ownership responsibilities, which cultivates accountability across engineering and finance teams. Consequently, Amnic not only streamlines financial monitoring but also strengthens teamwork within organizations, making it an essential ally for efficient cloud cost management. Ultimately, this innovative platform positions companies to better navigate the complexities of cloud expenditures while fostering a collaborative environment that supports financial discipline.

Media

Media

Integrations Supported

Amazon Web Services (AWS)
Google Cloud Platform
Kubernetes
Microsoft Azure
Model Context Protocol (MCP)
Oracle Cloud Infrastructure

Integrations Supported

Amazon Web Services (AWS)
Google Cloud Platform
Kubernetes
Microsoft Azure
Model Context Protocol (MCP)
Oracle Cloud Infrastructure

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Pricing Information

Pricing not provided
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

Graft AI

Company Website

graft.axcelner.com

Company Facts

Organization Name

Amnic

Date Founded

2021

Company Location

United States

Company Website

amnic.com

Categories and Features

Categories and Features

Cloud Cost Management

Cost Reduction Optimization
Dashboard
Data Import/Export
Data Storage
Data Visualization
Resource Usage Reporting
Roles / Permissions
Spend and Cost Reporting

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