Not Every Workflow Needs an AI Agent
Most workflows don't need an AI agent. Some need a better prompt. Some need plain automation. Some need cleaner inputs. And a smaller number are genuinely agent-ready. This diagnostic helps separate them.
The seven signals
The diagnostic evaluates seven dimensions of agent readiness.
- 1
Repeatability
Does this workflow happen on a regular cadence?
- 2
Information load
Does it require gathering, reading, or synthesizing multiple sources?
- 3
Judgment required
Does it involve interpretation, comparison, or prioritization?
- 4
Pain level
Is the current process slow, tedious, or error-prone?
- 5
Value potential
Would faster or better output meaningfully help the business?
- 6
Input accessibility
Are the required data sources and documents actually available?
- 7
Human review readiness
Can a person review the AI's output before it's acted on?
Risk as an override
Risk doesn't add to the score — it overrides it. A high-risk workflow with no human review is flagged as advisory-only regardless of how well it scores on other dimensions. This prevents the diagnostic from recommending autonomous AI in situations where a bad output could cause real harm.
Precedence, not just points
The diagnostic doesn't simply add up a score. It applies rules in priority order. A missing workflow definition stops everything. A safety concern overrides a high score. A high-repeatability, low-judgment workflow gets routed to automation even if the total score is decent. This makes the recommendation trustworthy — not just mathematical.
Rules are evaluated top to bottom. First match wins.
Missing Inputs
Workflow name, trigger, or output is blank
Safety Override
High risk + no human review
High Risk Downgrade
High risk, even with human review
Strong Agent Candidate
Score ≥ 28 with human review ready
Needs Workflow Cleanup
Score ≥ 22 but inputs inaccessible
Simple Automation
High repeatability, low judgment and info
AI Assistant First
Score 16–27, no other overrides
Not Agent-Ready
Score below 16
The eight possible outcomes
Strong Agent Candidate
High score, human review ready, manageable risk.
Good Candidate, Needs Guardrails
High score but high stakes. Build with safety boundaries.
Good Candidate, Needs Workflow Cleanup
Strong potential but inputs aren't accessible enough yet.
Use AI Assistant First
Real value, but start with a prompt or assistant before building an agent.
Use Simple Automation Instead
Highly repeatable, low judgment. Automation beats AI here.
Advisory Only
High risk with no human review. AI can inform, not act.
Not Agent-Ready
Low scores across dimensions. Improve the process first.
Define Your Workflow First
Missing basic definition. Clarify before evaluating.