Define the Automation Boundary
Not everything should be automated.
Clearly define:
- What the system will do
- What it will never do
- Where humans intervene
This boundary protects:
- Trust
- Safety
- Long-term scalability
Automation without boundaries is ambition without responsibility.
Identify the Actors in the Workflow
Every AI automation workflow has actors.
Actors may include:
- AI agents
- Humans
- External systems
- Data sources
- Governance and control layers
Design clarity comes from answering:
- Who decides?
- Who executes?
- Who approves?
- Who observes?
Design the Ingestion Flow
Define how information enters the system.
Consider:
- Input types (text, data, documents, signals)
- Validation rules
- Chunking strategy
- Security and masking
- Context tagging
Good ingestion design prevents downstream chaos.
Assign Intelligence Deliberately
Not every step needs AI.
Decide:
- Where reasoning is required
- Where rules are sufficient
- Where automation should pause
AI is best used for:
- Ambiguity
- Pattern recognition
- Contextual decisions
Using AI everywhere is not advanced.
It is lazy design.
Design Orchestration Logic
Orchestration defines the workflow spine.
Design for:
- Sequence of actions
- Conditional paths
- Parallel processing
- Failure handling
- Escalation points
Orchestration helps ensure the system behaves consistently, even when intelligence is probabilistic.
Define Memory Strategy
Decide what the system should remember.
Questions to answer:
- What context is required per decision?
- What history matters?
- What should expire?
- What should persist?
Memory should be:
- Purpose-driven
- Minimal
- Secure
Memory is not storage. It is selective recall.
Embed Guardrails Early
Guardrails are not add-ons.
Design guardrails at the workflow level:
- Confidence thresholds
- Approval requirements
- Action limits
- Topic restrictions
- Audit logging
If guardrails are added later, they will be bypassed.
Design Human-in-the-Loop Touchpoints
Humans should enter:
- Before irreversible actions
- When confidence drops
- When exceptions occur
- When ethics or judgment matter
Designing human-in-the-loop HITL touchpoints upfront avoids firefighting later.
Define Outputs and Feedback
Design how results are:
- Communicated
- Explained
- Logged
- Reviewed
Feedback loops allow:
- Continuous improvement
- Policy refinement
- Risk reduction
Automation without feedback stagnates.
