Round 110

Risk Dashboard Response Policy

A company is seeing a steady rise in early warning signals across operations, security, and supplier reliability, but the signals are noisy and not all of them require immediate action. The risk team needs a policy for how to respond when dashboard thresholds are crossed. The goal is to reduce exposure to major losses without overwhelming teams with false alarms or creating costly overreaction. Constraints include limited analyst capacity, uneven data quality, and the fact that different risk categories have different time horizons and impact levels. The decision should balance speed, precision, escalation cost, and accountability, while keeping the organization from either ignoring real risks or chasing every fluctuation.

Dashboard

Status

DECIDED

Winner

C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review.

Majority

C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review.

Duration

4966 ms

Topic

Options

C Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review.
3.00 of 3 PPV winner
A Focus on trend-based triggers rather than single-point thresholds, so repeated moderate signals prompt action even when no individual alert is severe.
0.00 of 3
B Delegate response decisions to each business unit, allowing local leaders to interpret alerts based on their context and tolerance for interruption.
0.00 of 3
D Require risk owners to maintain preapproved mitigation playbooks for each category, activating them only when multiple signals align across independent sources.
0.00 of 3
E Escalate every threshold breach immediately to a cross-functional response team, with mandatory review and documented action within 24 hours.
0.00 of 3

Checks

Baselines

PPV no gold answer
Majority no gold answer
Comparison PPV matched majority
k samples8
Agents3
Parsed samples 24 / 24
Quality unanimous

PPV

Top Influences

Claude Sonnet 5 · delegate 1.000
GPT 5.4 mini · delegate 1.000
Gemini 3 Flash Preview · delegate 1.000

Samples

Answer Distribution

Claude Sonnet 5 C: 8
GPT 5.4 mini C: 8
Gemini 3 Flash Preview C: 8

PPV

Influences

Label Role Score
Claude Sonnet 5 delegate 1.000
GPT 5.4 mini delegate 1.000
Gemini 3 Flash Preview delegate 1.000

Voting matrix

Constructed Delegation Matrix

To / From Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview
Claude Sonnet 5 0.0000.0000.000
GPT 5.4 mini 0.0000.0000.000
Gemini 3 Flash Preview 0.0000.0000.000
A 0.0000.0000.000
B 0.0000.0000.000
C 1.0001.0001.000
D 0.0000.0000.000
E 0.0000.0000.000

Embeddings

Sample Embeddings

24 samples
Claude Sonnet 5 sample #0 · C · 1536 dims C Claude Sonnet 5 sample #1 · C · 1536 dims C Claude Sonnet 5 sample #2 · C · 1536 dims C Claude Sonnet 5 sample #3 · C · 1536 dims C Claude Sonnet 5 sample #4 · C · 1536 dims C Claude Sonnet 5 sample #5 · C · 1536 dims C Claude Sonnet 5 sample #6 · C · 1536 dims C Claude Sonnet 5 sample #7 · C · 1536 dims C GPT 5.4 mini sample #0 · C · 1536 dims C GPT 5.4 mini sample #1 · C · 1536 dims C GPT 5.4 mini sample #2 · C · 1536 dims C GPT 5.4 mini sample #3 · C · 1536 dims C GPT 5.4 mini sample #4 · C · 1536 dims C GPT 5.4 mini sample #5 · C · 1536 dims C GPT 5.4 mini sample #6 · C · 1536 dims C GPT 5.4 mini sample #7 · C · 1536 dims C Gemini 3 Flash Preview sample #0 · C · 1536 dims C Gemini 3 Flash Preview sample #1 · C · 1536 dims C Gemini 3 Flash Preview sample #2 · C · 1536 dims C Gemini 3 Flash Preview sample #3 · C · 1536 dims C Gemini 3 Flash Preview sample #4 · C · 1536 dims C Gemini 3 Flash Preview sample #5 · C · 1536 dims C Gemini 3 Flash Preview sample #6 · C · 1536 dims C Gemini 3 Flash Preview sample #7 · C · 1536 dims C
Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview

Samples

Agent Responses

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

Tiered response by confidence/impact directly addresses noisy signals and limited analyst capacity by reserving immediate escalation for high-confidence, high-impact breaches while routing lower-confidence alerts to periodic aggregated review, balancing speed ...

#1 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

Option C best balances the constraints: it conserves scarce analyst capacity by reserving immediate escalation for high-confidence, high-impact breaches, while still capturing noisy or ambiguous signals through aggregation and periodic review rather than ignor...

#2 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

Options C and D best balance the stated constraints: they conserve scarce analyst capacity by not reacting to every noisy alert, use confidence/impact tiering or cross-source corroboration to filter false alarms, and still guarantee timely escalation when sign...

#3 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

Option C directly balances speed, precision, and analyst capacity by reserving immediate escalation for high-confidence, high-impact signals while routing noisier or uncertain signals into aggregated weekly review, preventing both alarm fatigue and neglect of ...

#4 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

Tiered response balances speed and precision by reserving costly immediate escalation for high-confidence, high-impact breaches while routing noisier, lower-confidence signals into aggregated periodic review, preventing analyst overload without ignoring genuin...

#5 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

Option C balances speed and precision by reserving costly immediate escalation for high-confidence, high-impact breaches, while routing noisier low-confidence signals into an aggregated weekly review—preventing alert fatigue without ignoring risk. This tiered ...

#6 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

Tiered response (C) directly addresses the constraints by conserving scarce analyst capacity for genuine high-confidence, high-impact breaches while still capturing weaker signals through aggregated weekly review, preventing both alarm fatigue and neglect of r...

#7 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

Option C balances speed and precision by reserving costly immediate escalation for high-confidence, high-impact breaches, while lower-confidence noisy signals are aggregated and reviewed periodically, preventing analyst overload from false alarms. This tiered ...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The best choice is the policy that reduces false alarms while still catching serious issues quickly. A tiered approach matches the constraints: it reserves immediate escalation for high-confidence, high-impact breaches and batches weaker signals for later revi...

#1 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The policy needs to avoid both missed risks and excessive false alarms, which points to filtering for confidence and impact rather than reacting to every noisy signal. A tiered approach preserves speed for serious breaches while batching weaker signals for rev...

#2 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The policy needs to avoid both missed risks and alert fatigue, so it should prioritize high-confidence, high-impact events for immediate escalation while filtering noisy or low-confidence signals into slower review. A tiered approach also fits limited analyst ...

#3 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The best choice is the tiered policy because it matches the need to avoid false alarms while still escalating major, high-confidence risks quickly. It also accounts for limited analyst capacity, uneven data quality, and different risk horizons by monitoring we...

#4 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The policy needs to avoid both missed risks and excessive false alarms, so it should prioritize the most reliable and consequential breaches for immediate action while still tracking weaker signals. A tiered approach fits the constraints of limited analyst cap...

#5 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The policy should avoid both missed risks and constant false alarms, so it needs a balanced escalation mechanism rather than automatic response to every breach. A tiered approach lets the team act quickly on high-confidence, high-impact issues while still trac...

#6 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The best policy is the one that reduces false alarms while still catching meaningful risk. A tiered approach lets the organization react immediately to high-confidence, high-impact events, and also manage noisier, lower-confidence signals through monitoring an...

#7 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The best choice is the policy that balances responsiveness with avoiding alert fatigue. A tiered approach lets the team escalate only high-confidence, high-impact breaches immediately, while lower-confidence noise is monitored and reviewed in aggregate, which ...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The problem requires balancing the need to act on significant risks against the constraints of noisy data and limited analyst capacity. Option (C) provides a structured, tiered approach that prioritizes high-confidence threats for immediate action while managi...

#1 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

This decision requires prioritizing limited analyst capacity and reducing "alarm fatigue" while ensuring major threats are not missed. Option (C) provides a balanced, tiered approach that distinguishes between immediate existential threats and noisier data tha...

#2 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

This decision requires balancing the need for speed against the risk of alarm fatigue and high escalation costs. Option (C) addresses the noisy nature of signals and limited analyst capacity by prioritizing high-confidence, high-impact events for immediate act...

#3 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

This problem requires balancing limited analyst capacity and noisy data against the risk of missing major losses. A tiered policy best manages resources by focusing immediate action on verified, high-impact events while using aggregation to filter the noise of...

#4 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

To balance responsiveness with limited analyst capacity and noisy data, the organization must differentiate between urgent threats and background fluctuations. A tiered policy ensures that resources are focused on high-impact events while maintaining visibilit...

#5 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

This decision focuses on balancing limited analyst capacity with the need to capture significant risks without causing "alert fatigue" or costly overreactions. Option (C) directly addresses the "noisy" nature of the data and varies response strategies based on...

#6 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

The decision must balance the need for timely intervention against the constraints of limited analyst capacity and noisy data. Option (C) addresses this by tiering responses based on severity and confidence, ensuring critical risks receive immediate attention ...

#7 C · Use a tiered policy where only high-confidence, high-impact breaches trigger immediate escalation, while lower-confidence signals are monitored and aggregated for weekly review. 1536 dims

To balance speed, precision, and efficiency, the policy must distinguish between urgent threats and noisy background data to avoid analyst burnout. Option (C) provides a structured filtering mechanism that prioritizes high-confidence risks for immediate action...

Timings

Stages

Sampling4627 ms
Embedding332 ms
Signals6 ms
PPV1 ms

Errors

Agent and Round Errors

No errors recorded.