Round 21

Corporate Risk Retention Strategy

A mid-size manufacturing firm with facilities across three regions has seen commercial property and liability insurance premiums rise 40% over two years, partly due to increased climate-related claims industry-wide and partly due to the firm's own loss history. The CFO and risk committee must decide how to restructure the company's risk financing program for the next renewal cycle. The goal is to control long-term insurance costs and improve claims control while maintaining adequate protection against catastrophic losses, without straining working capital or violating loan covenants that require certain insurance coverage minimums. The board is wary of taking on too much unfunded risk, but also frustrated with paying rising premiums for coverage that rarely pays out on smaller claims. Any option chosen will shape the company's risk culture, cash flow predictability, and relationships with lenders and insurers for years to come.

Dashboard

Status

DECIDED

Winner

C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer.

Majority

C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer.

Duration

7291 ms

Topic

Options

C Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer.
3.00 of 3 PPV winner
A Adopt a parametric insurance layer for specific catastrophic perils (e.g., flood, windstorm) paying out on predefined triggers, layered under a reduced traditional policy for other risks.
0.00 of 3
B Form a single-parent captive insurance subsidiary to formally underwrite the retained risk, gaining more control and potential tax/investment benefits but taking on regulatory complexity and startup capital requirements.
0.00 of 3
D Keep traditional guaranteed-cost insurance but negotiate aggressively on terms, invest heavily in loss-control and safety programs to reduce the loss history, and accept slower premium relief over multiple renewal cycles.
0.00 of 3
E Fully self-insure smaller, predictable risks by discontinuing coverage below a high attachment point, while purchasing only excess/catastrophic coverage for severe tail-risk events.
0.00 of 3
F Join a group captive or risk-retention group with similar manufacturing peers to pool retained risk, sharing both the cost savings and the exposure to other members' claims experience.
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 1.387
Gemini 3 Flash Preview · delegate 1.174
GPT 5.4 mini · delegate 1.150

Samples

Answer Distribution

Claude Sonnet 5 C: 8
GPT 5.4 mini C: 5 F: 3
Gemini 3 Flash Preview C: 6 B: 2

PPV

Influences

Label Role Score
Claude Sonnet 5 delegate 1.387
Gemini 3 Flash Preview delegate 1.174
GPT 5.4 mini delegate 1.150

Voting matrix

Constructed Delegation Matrix

To / From Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview
Claude Sonnet 5 0.0000.1740.150
GPT 5.4 mini 0.0000.0000.150
Gemini 3 Flash Preview 0.0000.1740.000
A 0.0000.0000.000
B 0.0000.0000.000
C 1.0000.6520.700
D 0.0000.0000.000
E 0.0000.0000.000
F 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 · F · 1536 dims F 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 · F · 1536 dims F GPT 5.4 mini sample #6 · F · 1536 dims F 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 · B · 1536 dims B 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 · 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 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

This firm needs to satisfy loan covenants requiring minimum coverage while controlling costs and improving claims control, ruling out full self-insurance (E) or costly captive formation (B) that could strain capital. A high-deductible program with a funded los...

#1 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The high-deductible program with a funded loss reserve directly addresses the frustration with paying for coverage that rarely pays small claims, while still satisfying loan covenants since a traditional policy remains in place (just restructured). It improves...

#2 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The high-deductible program with a funded loss reserve directly addresses the CFO's core complaints—paying premiums for claims that rarely trigger payout on small losses—while retaining catastrophic protection above the deductible, satisfying loan covenants re...

#3 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

Given the firm's need to control costs, keep working capital predictable, maintain covenant-required coverage, and retain catastrophic protection without excessive complexity or exposure to peers' claims, a high-deductible program with a dedicated loss reserve...

#4 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The high-deductible program with a funded loss reserve directly targets the firm's problem: paying premiums for coverage that rarely pays on smaller claims, while retaining manageable frequency risk. It preserves catastrophic protection (satisfying lender cove...

#5 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

Given the firm's need to satisfy loan covenants (which likely require certified traditional coverage minimums), preserve working capital, and improve claims control without taking on regulatory complexity or shared exposure to peers' losses, a high-deductible ...

#6 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The high-deductible program with a dedicated loss reserve (C) best balances the CFO's goals: it immediately lowers premiums while retaining manageable frequency risk, satisfies loan covenants since a traditional policy structure (with insurer-backed limits) re...

#7 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The high-deductible program with a funded loss reserve directly addresses the stated pain point—paying rising premiums for coverage that rarely pays on small claims—while retaining manageable frequency risk. It preserves catastrophic protection (satisfying len...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The company wants lower long-term premium costs, better claims control, and less spend on small losses, but it also needs to avoid a big upfront capital commitment and stay within lender coverage requirements. A high-deductible program lets it retain more freq...

#1 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The company wants to lower premiums and improve claims control by retaining more of its predictable losses, but it cannot afford the complexity and capital burden of a solo captive or the volatility of fully self-insuring. A high-deductible program with a dedi...

#2 F · Join a group captive or risk-retention group with similar manufacturing peers to pool retained risk, sharing both the cost savings and the exposure to other members' claims experience. 1536 dims

The firm wants better long-term cost control and claims discipline, but it cannot take on too much unfunded risk or run afoul of covenant coverage requirements. A captive can improve risk retention and claims control, but a single-parent captive usually requir...

#3 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The firm wants to lower premiums, improve claims control, and retain more predictable small losses without taking on too much unfunded risk or jeopardizing lender-required coverage. A high-deductible program with a dedicated loss reserve directly matches that ...

#4 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The firm wants to lower premiums, keep control over smaller losses, and improve claims management without taking on too much unfunded risk or upsetting lender-required coverage. A high-deductible program best fits this balance because it shifts more predictabl...

#5 F · Join a group captive or risk-retention group with similar manufacturing peers to pool retained risk, sharing both the cost savings and the exposure to other members' claims experience. 1536 dims

The company wants to reduce premium pressure, improve control over claims, and avoid taking on too much unfunded risk or major startup complexity. A group captive or risk-retention group lets it share retained risk with similar firms, gain more influence over ...

#6 F · Join a group captive or risk-retention group with similar manufacturing peers to pool retained risk, sharing both the cost savings and the exposure to other members' claims experience. 1536 dims

The firm wants to lower premiums, improve claims control, and retain more predictable smaller losses without taking on too much unfunded risk or needing major startup capital. A group captive or risk-retention group is designed for exactly this middle ground: ...

#7 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The company wants to reduce premium pressure, improve control over claims, and retain more of the small, predictable losses without taking on overly complex or undercapitalized risk. A high-deductible program with a dedicated loss reserve directly fits that go...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The firm needs to balance rising premiums and claims control without violating loan covenants or straining working capital through excessive unfunded risk. Option (C) addresses the frustration with smaller claims by retaining frequency risk in exchange for low...

#1 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The firm's primary dilemma is balancing rising premiums with the need to satisfy loan covenants and protect working capital while gaining more control over claims. Option (C) addresses the frustration with high premiums for small claims by shifting to a high-d...

#2 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

To determine the most appropriate strategy, the firm must balance the need for lower premiums with the constraints of loan covenants and the board's aversion to unfunded risk. Option (C) addresses the frustration with rising premiums for small claims by loweri...

#3 B · Form a single-parent captive insurance subsidiary to formally underwrite the retained risk, gaining more control and potential tax/investment benefits but taking on regulatory complexity and startup capital requirements. 1536 dims

The company needs to balance rising premiums with a desire for better claims control while adhering to loan covenants and board risk aversion. Option (B) is the most comprehensive strategy because a single-parent captive allows the firm to formally underwrite ...

#4 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

To determine the best strategy, one must balance the firm's need for lower premiums and claims control with the board's aversion to unfunded risk and the CFO's concern for loan covenants. Option (C) provides an immediate reduction in premium costs while establ...

#5 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The firm seeks to balance premium control and claims autonomy with the need to satisfy loan covenants and protect working capital. Option (C) addresses the frustration with high premiums and small-claim payouts by retaining high-frequency risk while maintainin...

#6 C · Move to a high-deductible insurance program, retaining more frequency risk in exchange for materially lower premiums, and fund a dedicated loss reserve to cover the higher deductible layer. 1536 dims

The firm’s goal is to control costs and improve claims control without straining working capital or violating loan covenants that require specific coverage. Option (C) balances these needs by lowering premiums through a high-deductible program while ensuring "...

#7 B · Form a single-parent captive insurance subsidiary to formally underwrite the retained risk, gaining more control and potential tax/investment benefits but taking on regulatory complexity and startup capital requirements. 1536 dims

The company seeks to control long-term costs and improve claims control while satisfying lender requirements and avoiding excessive unfunded risk. Forming a single-parent captive (Option B) provides the most formal structure for underwriting retained risk, off...

Timings

Stages

Sampling6994 ms
Embedding288 ms
Signals8 ms
PPV1 ms

Errors

Agent and Round Errors

No errors recorded.