- ENTERPRISE AI AGENTS
Command & Control
For Enterprise AI Agents
Give every AI agent a place to run — safely, and in full view. Amberd is the private platform enterprises use to build, secure, and monitor AI agents. Choose public or private LLMs per agent, keep sensitive data behind one governed gateway, and see status, activity, and cost in one place.
The Challenge
AI Agents Are Easy to Build. Hard to Run at Enterprise Scale.
As agents multiply across the enterprise, control becomes increasingly difficult.
THE AMBERD CONTROL LAYER
Bring Every AI Agent Under Control
Amberd gives enterprises one controlled environment to operate agents as they scale.
The intelligence layer
Where data access becomes understanding.
Between your enterprise data and your agents sits one shared intelligence layer. It’s where raw access turns into understanding — interpreting business meaning, holding context across a run, reasoning over your ontology, and orchestrating the right model under platform control. For agents that require private AI, Amberd provides GPU infrastructure without requiring dedicated capacity for every workload
Semantic understanding
Interprets business meaning across structured and unstructured enterprise data.
Context management
Maintains the right execution context across systems, questions, and agent runs.
Reasoning engine
Calculates, interprets, summarizes, and derives named fields from natural language.
Ontology & knowledge
Connects business concepts, relationships, and policy logic to operations.
Model orchestration
Selects and coordinates the right models and tools under platform control.
Typical outcomes
Run private AI without acquiring your own GPUs
Dedicated GPU
Reserve and pay for an entire GPU server.
Segmented GPU
Use only the GPU capacity your agents need.
Private AI infrastructure that scales with your agents.
Amberd
- Right-sized infrastructure
Allocate GPU capacity based on actual workload requirements and adjust it as your agents’ needs evolve.
- Pay for what you need
Avoid paying for an entire GPU server when your agents only require a fraction of its available capacity.
- Built for private AI workloads
Run private models on GPU infrastructure designed to support demanding enterprise AI workloads.
- Scale with your agents
Increase GPU capacity as agent workloads grow, without having to reserve additional dedicated servers upfront.
- Securely isolated capacity
Run private AI workloads on securely isolated GPU capacity without sharing access across environments.
- Enterprise-ready performance
Support demanding private AI workloads with GPU infrastructure built for consistent, reliable execution.
HOW AMBERD WORKS
From AI Agent to Enterprise Operation Architecture
Connect each agent to the services, enterprise data and AI infrastructure it needs to run reliably.
Contact our Experts
sales@amberd.ai
SECURE BY DESIGN
Secure Data Access Without Exposing Credentials
Amberd manages data connections centrally, so agents can access the systems they need without ever holding or receiving credentials. Connection limits and pooling control how many agents can access each data source concurrently, protecting enterprise systems as agent usage scales.
Credentials stay outside the agent.
Agents reference approved connections while Amberd manages authentication, access and connection concurrency centrally.
Amberd
CONNECT YOUR DATA
Connect Amberd to your existing systems
PostgreSQL
Structured operational data
MySQL
Application & business data
SQL Server
Enterprise relational data
Microsoft Fabric
Unified analytics & enterprise data
Snowflake
Cloud warehouse & analytics data
Amazon S3
Files & unstructured data
Google Drive
Business documents & shared files
OneDrive
Enterprise documents & files
APIs
External systems & business applications
Ressource governance
Control How Much Your Agents Can Consume
Set operational and spending limits across your agent environment, so usage stays within the boundaries you define as you scale.
Control concurrency, data connections and AI spend from one place. Define how many agents can run at the same time, limit simultaneous connections to each data source, and set a maximum AI spend across any rolling 30-day period.
When the spending limit is reached, agents using paid LLMs stop running, while agents using models that do not generate usage costs can continue to operate.
NO-CODE AGENT BUILDER
Build and Bring Your Agents Into Amberd
Create agents directly in Amberd or bring in agents you already have. Choose the creation method that fits your team, while Amberd provides the same controlled environment for running and managing them.
Create in Amberd
Use Amberd’s wizard-based interface to define what the agent should do, connect the resources it needs, configure its behavior and prepare it to run — without writing code.
Connect Claude Cowork
Connect Claude Cowork Desktop to Amberd and use it as another way to define and configure agents within the Amberd environment.
Define with JSON
Create an agent from a structured JSON definition when you need more control over its configuration, resources, rules and actions.
Port Existing Agents
Bring agents you already have into Amberd and use Claude to help adapt their definitions to the Amberd environment.
ACTIONS
From insight to action
Report
Architectural alignment before implementation.
- Workflow mapping
- Success criteria definition
- Risk & dependency review
Update Data
Controlled deployment of automation infrastructure.
- Automation flows
- System integrations
- QA & testing checklist
Trigger
Operational enablement and system ownership transfer.
- Technical documentation
- Team training
- Operational runbook
Notify
Ongoing performance governance and system optimization.
- System monitoring
- Iteration cycles
- Performance adjustments
AI AGENTS IN ACTION
Every Agent. Fully Visible.
See the model, cost, workflow and outcome behind every agent.
Sales Analysis Agent
- CRM updated. Team alerted.
Financial Reporting Agent
- Report generated & sent.
Contract Monitor Agent
- Risk found. Legal alerted.
AI COST VISIBILITY
Know Exactly Where Your AI Spend Goes
Track costs across every agent, run and model from one place.
Total Cost
Total AI spend across all agent activity.
Track how total AI spend evolves across the selected period.
Avg. Cost / Agent
Average AI cost across all active agents.
Top Provider Spend
AI spend across public and private models.
From our blog
Articles & insights
READY TO TAKE CONTROL?
Bring Your AI Agents Under Control Before They Multiply
As AI agents spread across your organization, complexity grows fast. Amberd gives you one place to control, monitor and manage every agent before sprawl becomes a problem.