AI agent architecture and governance services
We know which patterns fail, which scale, and which survive real-world production. That's why we design each agent with a robust architecture from the ground up. No shortcuts. No improvisation.
OUR APPROACH
We design before we build. Always.
Most AI projects fail because they are implemented without a solid architecture.
At Archgents, consulting and solution design are not an optional stage — they are at the core of everything we do.
Before writing a single line of code, we understand your business, your systems, and your goals. We define the right pattern, the appropriate protocol, and the governance model that will ensure your agents work in production, not just in the pilot.
01
Understand the business first
Your use cases, priorities, and existing systems. Technology comes later.
02
Architecture before code
Patterns, protocols, and governance model defined and validated with you before implementation.
03
Implementation with engineering standards
Quality, testing, and long-term maintainability. Not just that it works today.
04
Continuous evolution
Your agents are not a project, they are an organizational capability. We support them in their growth.
WHAT WE DO
Our consulting services.
Four areas that cover the complete lifecycle of your AI agents.
Strategic consulting →
We define the AI agent adoption roadmap for your organization.
We prioritize use cases, assess digital maturity, and design the strategy that maximizes ROI.
- AI and data maturity assessment
- Prioritizing use cases by impact and feasibility
- Roadmap with phases and estimated investment
- Selection of models and technologies according to your ecosystem
Agentic architectural design →
The heart of Archgents. We designed the architecture with the right patterns — RAG, Memory, Multi-Agent — and industry-standard protocols that guarantee interoperability and scalability.
- Solution design based on use case and priorities
- Patterns: RAG, Memory, Multi-Agent, Orchestration, Other
- Industry protocols: MCP, A2A, AP2
- Governance, security and traceability model
Implementation and deployment →
We develop agents using top-tier open-source technology. We deploy them in your environment—on-premises or in the cloud—using engineering practices that guarantee quality and efficiency.
- Development using Google ADK, LangChain, CrewAI, Strands
- Deployment on AWS, GCP, Azure and on-premises
- Integration with systems
- Testing, documentation, and knowledge transfer
Monitoring, governance and evolution →
Your production agents need observability, governance, and continuous improvement. We implement the capabilities to give your team complete control and enable your agents to evolve.
- On-premise or cloud observability
- Performance dashboards and proactive alerts
- Model governance: auditing and version control
- Continuous improvement and fine-tuning cycles
METHODOLOGY
This is what an Archgents project looks like
1. Diagnosis
We understand your use cases, systems, and digital maturity.
2. Architectural Design
Patterns, protocols, and governance model. Validated with you before implementation.
3. Implementation
Development sprints. Your team participates and learns in the process.
4. Support and evolution
Continuous monitoring, regular improvements, and priority technical support.
How we work
Contracting models
We adapt to your needs and stage of maturity.
Specific consulting
2–4 weeks
For organizations that prefer a clear strategic vision before moving towards implementation.
- Discovery sessions with key teams
- Diagnostic and Maturity Report
- Recommended architectural blueprint
- Roadmap with estimated investment
End-to-end project
6–16 weeks
An end-to-end model that takes your agents from definition to production operation, including design, implementation, and knowledge transfer.
- Everything related to one-off consulting.
- Full development and implementation
- Integration with your existing systems
- Deploy in your environment
- Documentation and team training
Support and evolution
Recurring monthly
For organizations with agents in production who want governance, performance, and continuous improvement.
- Continuous monitoring and observability
- Monthly performance report
- Periodic improvements and adjustments
- Priority technical support
Tools
Alice
Open Sans
Noto Sans
Free Neue
Great Vibes
Rock Salt
Exo
Belgrano
Overlock
Chisel
Indie Flower
State
Roboto Bad
Side
Noto Serif
Open Sans
Montserrat
Ubuntu
Rubik
Delius
Amiri
Montserrat
Is your team ready to build agents that work in production?
Schedule a free diagnostic call with one of our senior architects. No sales pitch, just context.