AI Agents & Multi-Agent Systems

An AI agent is a system that plans work, calls tools, checks its own output and hands off to people or to other agents, with humans approving the steps that matter. A multi-agent system puts several of them to work on one problem: a planner decomposing the job, workers executing in parallel, a reviewer challenging the output before anything reaches a customer. This is the engineering end of our AI practice, and it is where the workflows too heavy for a chatbot builder get solved.

Grounding does the heavy lifting. Most of what we build sits on private generative AI foundations: knowledge assistants that answer from your documents with citations, retrieval pipelines over governed data, document intelligence that turns unstructured contracts, claims and correspondence into structured decisions, and Azure OpenAI integrations that put all of it inside your security boundary rather than on someone else's infrastructure.

On orchestration we are deliberately framework-agnostic. We build with Azure AI Foundry Agent Service where a managed, Azure-native runtime with enterprise governance is the right call, with LangChain and LangGraph where a workflow needs full control of the reasoning graph, and with CrewAI where role-based agent crews get a team productive fastest. The framework is a consequence of the workload, never the starting point, and the comparison below is the conversation we have with every client.

Models follow the same logic. We run Azure OpenAI models inside Foundry for estates that need Azure-native controls, with the platform side covered in depth by our Azure AI Foundry practice, and we build on Claude as a registered Anthropic partner where complex, multi-step reasoning and tool use earn their keep. Every system ships with evaluation harnesses, tracing and human-in-the-loop approval gates, because an agent nobody can audit is an incident report waiting to be written.

Two near neighbours worth separating. If a well-bounded agent over Microsoft data would do the job, you want Copilot Studio, covered by our Microsoft Copilot consultancy, and you will be live in weeks. If you want agents building your software rather than running your workflows, that is agentic development. We deliver all three, so the recommendation you get is the right route, not the one we happen to sell.