Agent architecture and orchestration
Agents designed around your workflow: tool use, memory and context strategy, sub-agent decomposition and multi-agent coordination for complex operational scenarios, built on the Claude Agent SDK.
Claude Agent SDK Consultancy
Claude Agent SDK Development,From Demo to Production
Claude Agent SDK + MCP
Deployed on AWS + Amazon Bedrock
S.01 · The Direct Answer
The deliverable is a working agent in production, not a prototype in a sandbox.
We build AI agents with the Claude Agent SDK and MCP that do real operational work: connected to your systems, evaluated against your tasks, and deployed with governance on AWS. An Anthropic partner in London with Claude Certified Architects, serving the UK, Europe and the US.
What is a Claude Agent SDK consultancy? A consultancy that turns Anthropic's Agent SDK into production agents for your operations. Nugawi designs the agent architecture, builds the MCP integrations to your systems, writes the evaluation harness that proves behaviour, and ships the deployment inside your AWS environment.
S.02 · What We Build
What does an Agent SDK engagement deliver?
The full harness around the model: tools, memory, evaluation and governance, composed into agents that hold up in operations.
MCP integrations to your systems
Model Context Protocol servers that connect agents to your ERP, CRM, document stores and internal APIs, with identity, permissions and audit trails the agent inherits.
Evaluation harnesses
Task-level eval suites built from your real cases, run on every change, with tracing and monitoring in production. The difference between an agent that demos well and one that holds up on Monday morning.
Governed deployment on AWS
Deployment inside your environment: VPC isolation, SSO, cost controls, human oversight and escalation paths, on AWS or Amazon Bedrock with UK or EU data residency for regulated work.
S.03 · How It Works
How an Agent SDK engagement runs
The same arc as every Nugawi deployment: baseline, build, prove, expand.
Step 1: Discovery Sprint
Two weeks, fixed fee: baseline one workflow, rank the agent opportunities by ROI, design the architecture. A plan you can execute with us or without us.
Step 2: Build the harness
The pod builds the agent, MCP integrations and evaluation suite against your real tasks, embedding with your engineering team.
Step 3: Deploy and prove
Production deployment with governance and monitoring, reporting against the workflow baseline: cycle time, throughput, exception rates.
Step 4: Expand and transfer
Reusable components make the next agent faster, and your team progressively owns operation and development.
S.04 · Why Nugawi
Why work with Nugawi on the Agent SDK?
Anthropic partner, Claude Certified Architects
We know the SDK, the models and the deployment options deeply, and we stay model-independent so your architecture survives the next frontier shift.
Agents that live in operations
Our agents are built for order-to-cash, procure-to-pay, shipment-to-settlement and document-to-decision workflows, measured on the operational outcome, not on demo polish.
Capability transfer by design
Your engineers end up owning the harness: documented architecture, eval suites and runbooks. We win the next workflow on merit, not on dependency.
Part of the full deployment stack
Agent SDK work sits inside our wider applied AI deployment services, alongside workforce Claude adoption and Claude consulting across the UK. Engagement structure on the pricing page; no day-rate metering.
Certified Anthropic Partner
SDK + MCP Agent Stack
AWS + Bedrock Deploy On
London Headquarters
S.05 · FAQ
Claude Agent SDK FAQs
Common questions about building production agents with the Claude Agent SDK.
Anthropic's SDK for building agents on Claude: a managed agent loop with tool use, memory, context management and sub-agents, so your engineering team composes reliable agents instead of reimplementing orchestration from scratch. It pairs with the Model Context Protocol (MCP) for connecting agents to your systems and data.
It turns the SDK into production agents that do real work. Nugawi designs and builds the agent architecture, wires MCP integrations to your systems, builds the evaluation harness that proves the agent behaves, and deploys it inside your environment on AWS or Amazon Bedrock with governance and human oversight built in.
Yes. That is most of the work. MCP servers and integrations for your ERP, CRM, document stores, email and internal APIs, with identity, permissions and audit trails, so the agent acts on the same systems your workflow already runs on.
Evaluation and control, not vibes: task-level eval suites run on every change, monitoring and tracing in production, escalation paths to humans, cost controls, and model-routing that lets you swap models as the frontier moves. Reliability is designed into the harness, not bolted on after a demo.
Every Nugawi engagement starts with a Discovery Sprint: a fixed fee, quoted on application, over two weeks, which baselines one workflow and returns an ROI-ranked plan. Production agent builds are 90-day fixed-scope engagements, scoped and quoted before you commit. Engagement structure: https://nugawi.ai/pricing.
We are an Anthropic partner with Claude Certified Architects, based in Twickenham, London, serving the UK, Europe and the US in English, Spanish and Catalan. We are model-independent by design and deepest on Claude, including private deployment on Amazon Bedrock with UK or EU data residency.
S.06 · Start a Workflow
Have a workflow that needs an agent?
Talk to a Claude Certified Architect about your use case. We will map the agent architecture, integrations and economics in 30 minutes.