Workflow Decomposition
Define task boundaries, inputs, decisions, retries, approval points, and completion criteria before selecting an agent architecture.
AI Agents and Automation
SVCG designs and implements agents for defined operational workflows. Each deployment includes tool permissions, state management, evaluation, audit traces, exception handling, and accountable human review.
An enterprise agent reads approved context, decides the next step within a defined workflow, invokes authorized tools, and records what it did. We start with work that has a clear owner, a measurable outcome, and a known escalation path. That discipline matters more than the number of models or agents in the architecture.
Define task boundaries, inputs, decisions, retries, approval points, and completion criteria before selecting an agent architecture.
Connect agents to ERP, CRM, ticketing, data, knowledge, and communication systems through approved APIs and tools.
Enforce permissions, approval gates, audit traces, fallback behavior, and escalation paths inside the workflow.
Good candidates have repeat volume, fragmented context, several system handoffs, and an outcome that can be checked. Examples include reconciling documents, routing support cases, preparing account briefs, updating systems of record, monitoring exceptions, and coordinating rework after a vision system detects a defect.
Execution loop
Read the approved knowledge, events, workflow state, and system data required for the task.
Select the next step within task, policy, permission, cost, and operating limits.
Use approved tools to retrieve, draft, update, route, or coordinate work.
Check the output against business rules, source evidence, confidence thresholds, and expected results.
Send consequential or uncertain decisions to the responsible person.
Review traces, failed evaluations, exceptions, and operating feedback before changing prompts, tools, or policies.
Architecture choices
We start with the smallest architecture that can run the workflow reliably. Specialized agents, supervisor patterns, durable state, and handoffs are justified only when task boundaries, permissions, scale, or operating ownership require them.
Yes. SVCG designs and implements agents for defined enterprise workflows. The work covers system integration, tool permissions, workflow state, evaluation, audit traces, monitoring, exception handling, and human review.
Only when the agent has a defined scope, limited permissions, tested failure behavior, monitoring, and a clear human escalation path. Higher-risk actions should require explicit approval.
Both. We use existing platforms when they meet the workflow, security, and operating requirements. We build custom components when the organization needs tighter control over orchestration, data access, evaluation, or deployment.
Email info@svc.group with the process, systems, volume, and current failure points. We will help determine whether an agent is appropriate and what a useful proof should measure.