AI Agent Development & Automation
AI agents that act on your systems, with guardrails you can audit.
We design, build and operate tool-using and multi-agent systems, retrieval-based assistants and LLM workflows, integrated with your data and controlled by evaluation, oversight and clear escalation to people.
At a glance
- Tool-Using & Multi-Agent Systems
- RAG Knowledge Assistants
- LLM Orchestration
- MCP & Enterprise Integrations
Capabilities
What this covers, in practice.
Each capability is delivered by senior engineers under the same governed process.
Tool-Using & Multi-Agent Systems
Agents that call APIs and internal tools, plan multi-step work and coordinate with other agents on defined tasks.
RAG Knowledge Assistants
Retrieval-augmented assistants grounded in your documents, with source references and access control.
LLM Orchestration
Provider-agnostic orchestration across Claude, GPT and Gemini, chosen per task for quality, latency and data policy.
MCP & Enterprise Integrations
Model Context Protocol servers and connectors that expose your systems to agents in a controlled way.
Guardrails, Evals & Observability
Test sets, regression evaluations, tracing and policy checks so behaviour is measured rather than assumed.
Human-in-the-Loop Workflows
Approval steps, escalation paths and audit logs for decisions that need accountable people.
Technology
Platform-agnostic, chosen for the problem.
We work with mature stacks and recommend what fits your estate and your team, not what we prefer to sell.
Models & orchestration
Retrieval & data
Services
Operations
Delivery method
The same five stages on every engagement.
- 01
Discovery & ADR
Requirements, constraints and architecture decision records agreed before build starts.
- 02
Sprint Engineering
Two-week sprints with working increments, peer review and traceable change control.
- 03
Automated QA
Unit, API and end-to-end suites run on every change, wired into the pipeline.
- 04
Cloud Deployment
Zero-downtime releases on AWS, GCP or Azure with infrastructure defined as code.
- 05
24/7 SLA Support
Monitoring, incident response and continuous improvement under an agreed SLA.
Related services
Often combined with.
Most engagements draw on more than one discipline. These are the others we offer.
Enterprise Software & Microservices
Platforms, portals and APIs engineered for regulated, high-volume environments.
Embedded Solutions & RFID Intelligence
Asset and inventory tracking, gate control and edge devices, with Alien Technology readers.
Application Lifecycle Management
Polarion ALM and StarTeam for requirements, change control and traceability.
Cloud, DevOps & Security
AWS, GCP and Azure, Kubernetes, Terraform and OWASP-aligned practice.
IT Governance, CMMI & Training
CMMI Level 3 appraisals, ITIL, PMO set-up, bootcamps and Smart e-Government advisory.
Staff Augmentation & Dedicated Teams
Project managers, architects, developers and engineers, individually or as a managed team.
Questions
Straight answers before we start.
How we work, what we staff and how engagements are structured. For anything else, write to us.
Start a conversation
Tell us what you need. We reply within one business day.
Share a few details and a senior member of our team will come back with questions, matched profiles or a proposed approach. NDA available on request.
- Reply within one business day
- NDA signed before you share details
- Speak directly with a senior architect or engineer
Prefer to share a detailed brief? Use the full project form or explore the talent catalogue.