Round 17
Warehouse Automation Strategy
Our central distribution center is currently at 92% capacity with a 15% year-over-year increase in order volume. Labor costs have risen by 12% in the last fiscal year, and turnover among floor staff remains high (40%). We must decide on an automation investment strategy for the next 24 months. The goal is to increase throughput and reduce long-term operational costs without causing a catastrophic breakdown in current fulfillment during the transition. Constraints include a $12M capital expenditure limit and a requirement that the facility remains operational 24/7 during implementation. Tradeoffs involve speed of implementation, flexibility for future product SKU changes, and initial vs. recurring maintenance costs.
Status
DECIDEDWinner
A · Deploy a fleet of Autonomous Mobile Robots (AMRs) for 'goods-to-person' picking. This minimizes structural changes to the warehouse and offers high scalability, but provides lower peak throughput compared to fixed systems.Majority
A · Deploy a fleet of Autonomous Mobile Robots (AMRs) for 'goods-to-person' picking. This minimizes structural changes to the warehouse and offers high scalability, but provides lower peak throughput compared to fixed systems.Duration
5014 msTopic
Options
Checks
Baselines
PPV
Top Influences
Samples
Answer Distribution
PPV
Influences
| Label | Role | Score |
|---|---|---|
| Claude Sonnet 5 | delegate | 1.150 |
| Gemini 3 Flash Preview | delegate | 1.150 |
| GPT 5.4 mini | delegate | 1.000 |
Voting matrix
Constructed Delegation Matrix
| To / From | Claude Sonnet 5 | GPT 5.4 mini | Gemini 3 Flash Preview |
|---|---|---|---|
| Claude Sonnet 5 | 0.000 | 0.150 | 0.000 |
| GPT 5.4 mini | 0.000 | 0.000 | 0.000 |
| Gemini 3 Flash Preview | 0.000 | 0.150 | 0.000 |
| A | 1.000 | 0.700 | 1.000 |
| B | 0.000 | 0.000 | 0.000 |
| C | 0.000 | 0.000 | 0.000 |
| D | 0.000 | 0.000 | 0.000 |
| E | 0.000 | 0.000 | 0.000 |
Embeddings
Sample Embeddings
Samples
Agent Responses
AMRs (Option A) best balance the need for rapid deployment without halting 24/7 operations, since they require minimal structural changes compared to ASRS’s 12-month construction phase. They also directly address the high turnover issue by reducing reliance on...
AMRs (Option A) best balance the constraints: they require minimal structural changes, allow continued 24/7 operation during phased rollout, fit within the $12M cap without major construction, and offer scalability to adapt to future SKU changes—directly addre...
AMRs best satisfy the constraints: 24/7 operation continuity during rollout, minimal structural downtime, scalability against 15% YoY volume growth, and flexibility for future SKU changes—all within a $12M cap. Fixed systems like ASRS or conveyors risk catastr...
AMRs allow phased rollout with minimal structural disruption, preserving 24/7 operations, while fitting within the $12M budget and offering scalability against fluctuating SKU and volume growth. Unlike ASRS or conveyor systems, they avoid long construction dow...
AMRs best satisfy the constraints: they require minimal structural changes (avoiding the catastrophic breakdown risk during a 24/7 operation), fit within capital limits, and offer scalability for future SKU changes, unlike the ASRS which requires a risky 12-mo...
AMRs best balance the constraints: they require minimal structural changes (avoiding catastrophic disruption to 24/7 operations), fit within the capital limit without a lengthy construction phase, and offer scalability to handle the 15% YoY volume growth and f...
AMRs best satisfy the constraints: they require minimal structural change, keep the facility fully operational during phased rollout, fit within the $12M cap, and preserve flexibility for future SKU/product changes—unlike ASRS (too slow/inflexible) or conveyor...
AMRs (Option A) best balance the constraints: they require minimal structural changes, allow continuous 24/7 operation during rollout, and scale flexibly with SKU changes—unlike ASRS, which needs a 12-month construction phase incompatible with uninterrupted op...
The warehouse is already near capacity, but the 24/7 operation requirement and the need to avoid a catastrophic disruption make a long construction-heavy option risky. AMRs provide a strong balance: they can be deployed with minimal structural change, scale wi...
The warehouse is near capacity and growing quickly, so the solution should improve throughput and storage efficiency while staying within a 24-month window and avoiding a shutdown during installation. AMRs and WMS upgrades are safer and faster, but they do not...
The warehouse is already near capacity, so a solution that dramatically increases throughput per square foot is important. However, the 24/7 operation requirement and need to avoid a major disruption during transition make a long construction-heavy option risk...
The warehouse is near capacity and needs higher throughput and lower long-term cost, but it must stay operational 24/7 and stay within a $12M cap. A full ASRS would deliver the best density and throughput, but the 12-month construction and reduced flexibility ...
The warehouse is already near capacity, so the solution should improve throughput and storage efficiency without requiring a long shutdown or major structural disruption. An ASRS offers the best long-term fit for capacity and throughput, but the 12-month const...
The facility is already near capacity and needs higher throughput, but it must stay operational 24/7 and stay within a 24-month window and $12M cap. A full ASRS offers the best throughput, but the 12-month construction and reduced flexibility make it too disru...
The warehouse is already near capacity, has rising volume and labor costs, and must stay operational 24/7, so the best strategy should improve throughput without requiring a long disruptive buildout. AMRs fit these constraints best because they minimize struct...
The facility is already near capacity and must keep operating 24/7, so a solution with minimal structural disruption and fast deployment is safest. AMRs fit the budget and transition constraints while improving throughput and scalability, even if they do not m...
Given the 92% capacity constraint and rising labor costs, Option (A) provides the best balance of scalability and non-disruptive implementation. Unlike fixed systems (D) or conveyors (C), AMRs require minimal structural changes, allowing the facility to remain...
Option (A) is the most viable strategy because Autonomous Mobile Robots (AMRs) offer high scalability and minimal structural changes, ensuring the facility remains operational 24/7 during implementation. Unlike fixed ASRS systems, AMRs provide the flexibility ...
Option (A) is the most viable strategy because Autonomous Mobile Robots (AMRs) offer high scalability and minimal structural disruption, satisfying the constraint to remain operational 24/7. Unlike an ASRS, AMRs provide the flexibility needed for shifting SKU ...
The warehouse is nearing maximum capacity and facing rising labor costs, necessitating a solution that improves throughput while remaining operational 24/7. Option (A) utilizes Autonomous Mobile Robots which require minimal structural changes, ensuring the fac...
Option (A) is the most strategic choice because AMRs address the high labor costs and turnover by automating the picking process while ensuring the facility remains operational 24/7 through non-disruptive implementation. Unlike fixed ASRS or conveyor systems, ...
Option (A) is the most viable strategy because Autonomous Mobile Robots (AMRs) allow for a phased, scalable rollout that maintains 24/7 operations without the disruptive construction required by fixed systems like ASRS. By utilizing a "goods-to-person" model, ...
The current warehouse situation requires a solution that addresses high labor costs and 92% capacity utilization while following a strict $12M budget and 24/7 operational requirement. Option (A) utilizes AMRs which require minimal infrastructure changes, allow...
Option (A) is the most strategic choice because AMRs address rising labor costs and high turnover through automation while maintaining the flexibility needed for shifting SKUs. Unlike fixed systems (D) or conveyors (C), AMRs can be deployed incrementally witho...
Timings
Stages
Errors