Integrate Generative AI models, including LLMs, with external APIs, tools, and databases using secure and efficient orchestration patterns.
Design, develop, and deploy AI workflows and Agentic AI solutions, enabling the seamless orchestration of intelligent agents to plan and perform tasks while leveraging autonomous and/or human-in-the-loop paradigms.
Implement and optimize multi-agent systems, leveraging standards and protocols such as Model Context Protocol (
MCP
) and emerging frameworks for agent interoperability.
Develop evaluation frameworks, metrics, and checkpoints for agent autonomy, performance, and safety, ensuring compliance with moderation, security, and ethical standards.
Ensure robust AI agent operations by applying observability, monitoring, and MLOps best practices, facilitating reliable deployment pipelines and continuous performance optimization.
Collaborate closely with data experts, orchestrating AI model selection, tuning, and performance validation to meet specific agent-based application needs.
Communicate complex AI concepts, systems, and decisions effectively to technical and non-technical stakeholders, promoting transparency and trust in AI delivery.
Proven experience designing and deploying AI architectures, with expertise in Generative AI, NLP, LLM integration, and software engineering.
Strong background in building software platforms (Python/Django, Java/Spring, TypeScript/Express, etc.) capable of API integration and orchestration.
Strong understanding of the trade-offs between various generative AI models and the ability to choose the right model for specific use cases.
Hands-on experience with function-calling and tools integration into LLM models, leveraging frameworks such as Model Context Protocol (MCP).
Expertise in data embeddings, vector databases, and chunking strategies, understanding the trade-off between different options, and leveraging it to optimize data ingestion and application performance.
Experience using CI/CD tools (GitHub Actions, Jenkins, AWS CodeDeploy, Azure Pipelines) to streamline development and deployment workflows.
Hands-on experience deploying software on leading cloud platforms and utilizing AI tools like AWS Bedrock and Azure AI Services.
Experience leveraging evaluation frameworks (e.g., RAGAS, OpenAI Eval) and tools (e.g., DeepEval, LangSmith, Braintrust) to assess business and performance metrics of AI solutions.
Understanding of performance optimization, including the use of observability platforms, event tracking, and performance validation.
Practical knowledge of deploying AI solutions using cloud platforms like AWS, Azure, or GCP, utilizing services such as AWS Bedrock or Azure AI Services.
Excellent skills in prompt and context engineering, ensuring the usage of the right techniques to meet diverse project requirements.
Ability to communicate complex AI solutions and concepts effectively to technical and non-technical stakeholders.

We’re not just another service provider; we’re your partners in success. Our combined leadership in the US and a highly skilled team in Argentina bring together the best of both worlds to offer seamless and high-quality digital product development services.
What Sets Us Apart
Proven Process & Speed: We pride ourselves on our proven processes and our ability to adapt quickly. Whether you’re a startup catching up with a fast-paced market or a scaleup looking to streamline your operations, we align with your needs efficiently and effectively.
Strategic Excellence: At GM2, we believe in strategy before execution. Our approach starts with a deep understanding of your goals, enabling us to lay a strong foundation and solve problems faster. Our seamless onboarding process ensures we hit the ground running, so you can start seeing results right away.
Integrated Team Approach: Our designers work side by side with our developers, ensuring that every aspect of your project is cohesive and aligned with your vision. This integration allows us to maintain a high level of communication and transparency throughout the entire development process.
Who We Serve
We specialize in partnering with C-level executives and decision-makers in tech companies, startups, and scaleups. Our clients trust us to provide not just solutions, but strategic insights that drive their business forward.
Ready to innovate with AI or blockchain, launch a groundbreaking product, or craft a custom software solution? We're not just a vendor; we're your dedicated partner. We take full ownership of our work, so you can keep your focus on growing your business.