Service
LLM & Agent Integration
We shape agentic workflows and interaction models that balance autonomy, oversight, and measurable efficiency gains.
Integration focus
- Agent workflow mapping and orchestration design.
- Human-in-the-loop controls and escalation paths.
- Tooling, prompts, and evaluation frameworks.
- Rollout playbooks for safe adoption.
Engagement outputs
- Agent workflow blueprints and operating procedures.
- Reliability, monitoring, and evaluation requirements.
- Change management guidance for impacted teams.
Agent governance and safety
- Policy aligned guardrails for data access and tool usage.
- Approval chains and escalation logic for sensitive actions.
- Evaluation harnesses for reliability and bias monitoring.
- Audit trails for traceability and regulatory readiness.
Where agents add value
- Knowledge intensive operations and research workflows.
- Customer support and service optimisation.
- Internal analytics and reporting automation.
- Cross functional coordination across complex systems.
LLM and agent integration FAQ
Do you help with tool selection?
Yes. We evaluate vendors and open source options based on security, cost, and operational fit.
How do you measure agent performance?
We define benchmarks for accuracy, latency, and task completion, plus governance metrics.
Can you integrate with existing workflows?
We map current processes and integrate agents without disrupting critical systems.