Sector Playbooks
1. Predictive Maintenance Agent
Persona: Plant Manager
Problem Snapshot: Unplanned CNC line stoppages cost over $30,000/hour.
Agent Flow
KPI Impact
- Cost Reduction: Cut downtime costs by predicting failures.
- Faster TTR: Reduce time to resolve issues from hours to minutes.
Value Gain: 4/5
Complexity: 3/5
Cost Band: $280k–$420k
Timeline: 12–16 weeks
2. Automated Root-Cause Analysis Agent
Persona: Quality Engineer
Problem Snapshot: Slow, manual RCA after production defects leads to repeat issues.
Agent Flow
KPI Impact
- Faster TTR: Cut root-cause analysis time by 75%.
- Cost Reduction: Lower scrap & rework by preventing repeat defects.
Value Gain: 3/5
Complexity: 2/5
Cost Band: $80k–$150k
Timeline: 4–8 weeks
3. Dynamic Supplier Re-quote Bot
Persona: Procurement Manager
Problem Snapshot: Volatile raw material prices lead to margin erosion on long-lead time orders.
Agent Flow
KPI Impact
- Cost Reduction: Automatically capture savings from price drops.
- Time Savings: Automate the entire re-quoting process.
Value Gain: 4/5
Complexity: 4/5
Cost Band: $350k–$500k
Timeline: 3-5 months
4. Inventory Optimization Agent
Persona: Supply Chain Analyst
Problem Snapshot: Excess inventory ties up working capital, while stockouts lead to lost sales.
Agent Flow
KPI Impact
- Cost Reduction: Lower carrying costs by 15% via optimized stock levels.
- Time Savings: Automate routine purchase order generation.
Value Gain: 3/5
Complexity: 3/5
Cost Band: $200k–$350k
Timeline: 8–14 weeks
5. EHS Compliance Bot
Persona: EHS Manager
Problem Snapshot: Manually tracking and reporting on environmental and safety regulations is complex and risky.
Agent Flow
KPI Impact
- Time Savings: Reduce time spent on compliance reporting by 90%.
- Cost Reduction: Avoid costly fines through proactive monitoring.
Value Gain: 2/5
Complexity: 2/5
Cost Band: $75k–$125k
Timeline: 3–6 weeks