Round 37

Risk Appetite Framework

A mid-sized company is updating its enterprise risk management approach ahead of rapid expansion into new markets. Leadership wants a clear risk appetite framework that can guide investment, compliance, cybersecurity, supply chain, and product decisions without slowing execution too much. The framework must be understandable to non-specialists, defensible to auditors and regulators, and flexible enough to adapt as the business grows. Key tradeoffs include simplicity versus precision, centralized control versus business-unit autonomy, and conservative limits versus room for calculated risk-taking. The decision should produce a practical framework the organization can actually use, not just a policy document.

Dashboard

Status

DECIDED

Winner

A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks.

Majority

A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks.

Duration

5111 ms

Topic

Options

A Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks.
3.00 of 3 PPV winner
B Build a scored risk appetite matrix with quantitative thresholds across major risk categories, enabling consistent escalation rules and board reporting.
0.00 of 3
C Adopt a small set of high-level risk appetite statements tied to strategic objectives, with qualitative thresholds and manager discretion for local interpretation.
0.00 of 3
D Implement a scenario-based framework that defines acceptable risk through stress tests and worst-case tolerances rather than fixed thresholds.
0.00 of 3
E Delegate risk appetite setting to business units within a common corporate template, requiring each unit to define its own limits and escalation triggers.
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 near unanimous split

PPV

Top Influences

Claude Sonnet 5 · delegate 1.106
GPT 5.4 mini · delegate 1.106
Gemini 3 Flash Preview · delegate 1.000

Samples

Answer Distribution

Claude Sonnet 5 A: 8
GPT 5.4 mini A: 8
Gemini 3 Flash Preview A: 7 B: 1

PPV

Influences

Label Role Score
Claude Sonnet 5 delegate 1.106
GPT 5.4 mini delegate 1.106
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 0.0000.0000.106
GPT 5.4 mini 0.0000.0000.106
Gemini 3 Flash Preview 0.0000.0000.000
A 1.0001.0000.789
B 0.0000.0000.000
C 0.0000.0000.000
D 0.0000.0000.000
E 0.0000.0000.000

Embeddings

Sample Embeddings

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

Samples

Agent Responses

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

Option A separates operational/regulatory risks—where precision, auditability, and regulator defensibility matter most—into strict quantitative limits, while allowing qualitative flexibility for strategic and innovation risks where rigid numbers would stifle c...

#1 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

Combining strict quantitative limits for operational/regulatory risks with qualitative guidance for strategic/innovation risks balances auditability and precision where required against flexibility where judgment matters. This tiered approach is understandable...

#2 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A tiered approach best balances simplicity for non-specialists with the precision auditors and regulators expect, since operational/regulatory risks get strict quantitative limits while strategic/innovation risks retain flexible qualitative guidance. This sati...

#3 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A tiered approach balances the need for strict, auditable controls in operational/regulatory areas—where precision and defensibility matter most—with qualitative flexibility for strategic/innovation risks where rigid metrics would stifle calculated risk-taking...

#4 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

The tiered approach balances the need for strict, auditable limits in high-stakes areas like compliance and operations with flexible qualitative guidance for strategic and innovation risks where rigid numbers could stifle growth. This satisfies the requirement...

#5 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

The tiered approach balances the need for strict, auditable limits in high-stakes areas (operational and regulatory) with flexibility for strategic and innovation risks where rigid metrics would stifle growth. This satisfies the simplicity-versus-precision tra...

#6 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

The tiered approach (A) balances the need for firm, auditable thresholds in high-stakes areas (regulatory, operational) with flexible qualitative guidance where innovation and strategic judgment matter most. This satisfies the requirement for simplicity and un...

#7 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

Given the need for consistency across compliance, cybersecurity, and operational risk while remaining understandable and auditable, a hybrid tiered approach best balances precision and simplicity. Strict quantitative limits work well for regulatory and operati...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A practical risk appetite framework for this situation should balance clarity, governance, and flexibility. Option A best fits because it uses strict quantitative limits where precision and compliance matter most, while keeping strategic and innovation risks m...

#1 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A practical risk appetite framework for this company should be clear to non-specialists, defensible to auditors, and flexible enough to support growth. A tiered approach best balances precision where needed, like compliance and cybersecurity, while leaving roo...

#2 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

The company needs something practical, understandable, and flexible, while still giving enough structure for auditors and regulators. A tiered framework balances precision where it matters most, such as compliance and cybersecurity, with qualitative guidance f...

#3 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

The framework needs to be practical, understandable, and flexible while still giving auditors and regulators something defensible. A tiered approach balances precision where it matters most, such as compliance and operational risks, with more qualitative guida...

#4 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

The best choice is a framework that is clear, usable, and scalable, while still allowing flexibility where precision is hard to define. A tiered approach gives strict, defensible limits for areas like compliance and cybersecurity, but uses qualitative guidance...

#5 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

The best choice is the one that balances clarity, usability, and adaptability. A tiered framework gives strict quantitative controls where precision matters most, while allowing qualitative guidance for strategic and innovation risks where flexibility is neede...

#6 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A practical framework for this situation needs to be understandable, defensible, and flexible, while still giving clear limits for areas where compliance and controls matter most. A tiered approach balances precision and simplicity by using strict quantitative...

#7 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A practical framework needs to be understandable, usable across different risk types, and still give enough structure for auditability and control. Option (A) balances precision and flexibility by using hard limits where they matter most, while allowing qualit...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

To establish a practical risk appetite framework for a rapidly expanding company, leadership must balance the need for regulatory defensibility with the flexibility required for innovation. Option (A) provides this balance by applying rigorous, quantitative co...

#1 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

To select the most effective framework, the company must balance the need for regulatory defensibility with the flexibility required for rapid expansion. A tiered approach is optimal because it applies strict, quantitative controls to non-negotiable areas like...

#2 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

To determine the best Risk Appetite Framework, we evaluate the need for a practical balance between regulatory defensibility and operational flexibility. Option (A) provides the most effective structure by applying strict, measurable quantitative limits to non...

#3 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

To create a framework that is both defensible to auditors and flexible for rapid expansion, the company needs a balance of precision and adaptability. A tiered approach (Option A) provides the necessary quantitative rigor for compliance and operational areas w...

#4 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A tiered framework balances the need for defensible, precise control over compliance and operational risks with the flexibility required for strategic growth and innovation. This approach ensures that non-specialists can follow clear quantitative rules where s...

#5 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A tiered framework addresses the need for both defensibility and flexibility by applying strict quantitative controls to compliance and operational risks while using qualitative guidance for strategic innovation. This approach balances the precision required b...

#6 A · Use a tiered framework: strict quantitative limits for operational and regulatory risks, and qualitative guidance for strategic and innovation-related risks. 1536 dims

A tiered framework balances the need for defensible, precise control over compliance and operational risks with the flexibility required for rapid strategic expansion. By using quantitative limits for stable areas and qualitative guidance for innovation, the c...

#7 B · Build a scored risk appetite matrix with quantitative thresholds across major risk categories, enabling consistent escalation rules and board reporting. 1536 dims

Option (B) provides the balance of precision and simplicity required for a defensible, auditable framework that remains understandable to non-specialists. By using a scored matrix with quantitative thresholds, it establishes clear escalation rules and reportin...

Timings

Stages

Sampling4451 ms
Embedding648 ms
Signals11 ms
PPV1 ms

Errors

Agent and Round Errors

No errors recorded.