How It Works
We design the full agent architecture — defining orchestration patterns, tool and plugin strategy, memory requirements, and evaluation criteria before a single line of code is written.
Your agents are built using Azure AI Foundry, Semantic Kernel, and Prompt Flow — with continuous evaluation against ground truth datasets throughout development to ensure production quality.
Agents are deployed to your Azure infrastructure with monitoring, alerting, and logging configured — so you have full observability over agent behaviour and costs from day one.
What's Included
Agents built on Microsoft's Semantic Kernel framework — enabling reliable, testable orchestration of LLM calls, tools, and memory across complex multi-step workflows.
Custom tools and plugins that give your agents access to internal APIs, databases, and enterprise systems — with proper error handling and retry logic for production reliability.
Design and implement multi-agent systems where specialised agents collaborate — including orchestrator-subagent patterns, handoffs, and shared memory contexts.
Implement short-term conversation memory, long-term semantic memory using Azure AI Search, and context compression strategies to keep agents accurate without token bloat.
Automated evaluation pipelines using Azure AI Foundry's evaluation SDK — measuring groundedness, relevance, coherence, and task completion against curated test datasets.
Production-grade deployment via Azure AI Foundry Prompt Flow — with versioned flows, A/B testing capability, and managed online endpoints for low-latency inference.
Who It's For
Software teams with strong engineering skills but limited LLM agent experience — you need a partner who has built production agents on Azure, not demo prototypes.
Businesses that have identified a valuable AI agent use case and have Azure access but lack the in-house AI engineering capability to build it properly.
Teams who have seen AI demos that look impressive but fail in production — you need agents with real evaluation, proper error handling, and observable behaviour.