Round 47

Ecosystem Monetization Model

Our SaaS platform has reached 1 million daily active users, and we are launching a third-party developer marketplace. The goal is to maximize long-term platform value while balancing developer incentive, platform stability, and direct revenue. We face a trade-off between rapid scale (low barriers) and quality control (high curation). We must decide on the primary economic and gatekeeping structure for the app ecosystem.

Dashboard

Status

DECIDED

Winner

E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners.

Majority

E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners.

Duration

12200 ms

Topic

Options

E Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners.
1.83 of 3 PPV winner
B Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product.
1.17 of 3
A Standard Revenue Share: A flat 30% commission on all third-party sales with automated security scanning, mimicking existing mobile app store models to ensure immediate profitability and predictable developer expectations.
0.00 of 3
C The 'Tax-Free' Growth Model: Zero commission on developer sales for the first 24 months to prioritize rapid library expansion, funded by an increase in base subscription prices for all platform enterprise customers.
0.00 of 3
D Ad-Supported & Open: Zero transaction fees for developers and no upfront review process, but the platform reserves the right to inject native advertisements into third-party app interfaces to recoup infrastructure costs.
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 split agent disagreement

PPV

Top Influences

Claude Sonnet 5 · delegate 1.174
Gemini 3 Flash Preview · delegate 1.174
GPT 5.4 mini · delegate 1.000

Samples

Answer Distribution

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

PPV

Influences

Label Role Score
Claude Sonnet 5 delegate 1.174
Gemini 3 Flash Preview delegate 1.174
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 0.0000.1740.000
GPT 5.4 mini 0.0000.0000.000
Gemini 3 Flash Preview 0.0000.1740.000
A 0.0000.0000.000
B 1.0000.0000.000
C 0.0000.0000.000
D 0.0000.0000.000
E 0.0000.6521.000

Embeddings

Sample Embeddings

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

Samples

Agent Responses

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

B directly ties platform costs and rewards to actual value created (engagement/API usage), aligning developer incentives with platform health rather than relying on flat fees, external subsidies, or invasive ads that could alienate users or partners. This crea...

#1 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

Option B directly ties developer costs and rewards to actual platform value creation (engagement/DAU driven back to core product) rather than arbitrary fees, aligning incentives between developers and platform growth. This consumption-based rebate model avoids...

#2 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

Consumption-Based Rebate directly aligns developer costs and platform rewards with actual value created (engagement/DAU), avoiding blunt fee structures or advertising intrusions that could harm quality or trust. It creates a sustainable feedback loop where inf...

#3 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

Option B directly ties platform costs and rewards to actual value creation: developers pay only for the compute they use, while earning credits proportional to the engagement they drive back into the core product, aligning incentives without imposing rigid upf...

#4 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

Option B directly ties platform costs and rewards to actual value created—engagement driving core product stickiness—rather than relying on flat commissions, subsidies, or ads that misalign incentives or burden other stakeholders. It ensures cost recovery (dev...

#5 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

Option B directly aligns developer economics with the platform's core objective—engagement—by rewarding apps that drive DAU/time-spent (the stated success metric) while charging fair cost-based usage, avoiding both the risk of low-quality flooding (D) and the ...

#6 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

The consumption-based rebate model directly ties developer costs to actual resource usage while rewarding apps that increase core platform engagement, aligning incentives for both scale and platform health. It avoids the extremes of pure gatekeeping (E, which ...

#7 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

Option B directly aligns developer costs with actual platform resource consumption while rewarding apps that drive genuine engagement back to the core product, creating a self-reinforcing ecosystem loop rather than a static tax. This avoids the risks of option...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

The key trade-off is between open growth and ecosystem quality/stability. A model that strongly screens developers while still keeping take rates low helps attract serious partners, reduce platform risk, and preserve long-term trust and monetization potential....

#1 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

To maximize long-term platform value, the ecosystem needs strong quality control and trust, but still enough economic incentive for serious developers to participate. A premium curation model with rigorous security review reduces platform risk and supports ent...

#2 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

To maximize long-term platform value, the best choice should encourage broad developer participation while still preserving quality and platform trust. Option B aligns incentives more effectively: developers are rewarded based on the value they create for the ...

#3 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

The key trade-off is between rapid ecosystem growth and strong quality/stability control, while still preserving long-term monetization. A model with a high certification barrier and mandatory security audit best supports platform trust, enterprise adoption, a...

#4 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

The key trade-off is between rapid ecosystem growth and maintaining trust, security, and long-term platform value. A low commission plus strong curation supports developer incentives while preserving quality control and predictable monetization better than a p...

#5 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

The best choice is the model that balances ecosystem growth with long-term trust, quality, and sustainable revenue. Zero-fee or ad-supported open models may speed adoption, but they weaken quality control and can damage the platform experience; a flat 30% fee ...

#6 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

The best choice is the model that balances incentives for developers with platform control and long-term revenue, rather than maximizing one dimension at the expense of the others. A flat 30% fee is likely too rigid for a new ecosystem, while zero-fee or ad-in...

#7 B · Consumption-Based Rebate: Developers pay for API calls and compute units used by their apps at cost, but receive 'platform credits' based on the engagement metrics (DAU/time spent) their apps drive back to the core product. 1536 dims

To maximize long-term platform value, the best model should lower developer friction enough to encourage ecosystem growth, while still preserving quality control and a durable monetization path. Option (B) aligns incentives by charging for actual platform reso...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

This model focuses on attracting high-quality, enterprise-grade developers by reducing the long-term tax burden through a low commission, ensuring a high standard of ecosystem quality. While the certification fee serves as a filter against low-quality "shelfwa...

#1 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

To maximize long-term platform value, the ecosystem must attract high-quality, reliable developers who build tools that enhance the platform's prestige and utility for enterprise users. Option (E) balances this by implementing high gatekeeping standards to ens...

#2 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

To maximize long-term platform value for a large-scale SaaS ecosystem, the model must balance high-quality integration with sustainable economics. Option (E) aligns incentives by prioritizing platform stability and enterprise-grade quality through rigorous cur...

#3 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

To maximize long-term platform value, the ecosystem must attract high-quality, reliable integrations that enhance the core product without alienating existing enterprise users or compromising security. Option (E) creates a "flight to quality," ensuring that on...

#4 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

To maximize long-term platform value, the ecosystem must attract high-quality, enterprise-grade developers who prioritize security and low transaction costs over volume. Option (E) creates a "flywheel" of quality by using a high entry bar (certification and au...

#5 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

This model aligns with the goal of maximizing long-term platform value by prioritizing quality and security over sheer quantity, ensuring enterprise-grade stability. The high entry fee acts as a natural gatekeeper against low-quality software, while the low 5%...

#6 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

To maximize long-term platform value for a large-scale SaaS ecosystem, the model must balance high-quality external contributions with sustainable platform economics. **Option (E)** achieves this by establishing a "high-quality, low-friction" environment; the ...

#7 E · Premium Curation Loop: A high-touch, mandatory 'certification fee' ($5,000/year) and rigorous security audit for every app, paired with a low 5% transaction commission to attract high-end enterprise-grade partners. 1536 dims

Option (E) aligns with the goal of maximizing long-term platform value by prioritizing quality and security through a rigorous curation process, which is essential for maintaining stability in a growing ecosystem. The high entry fee ensures only serious, enter...

Timings

Stages

Sampling11780 ms
Embedding413 ms
Signals7 ms
PPV0 ms

Errors

Agent and Round Errors

No errors recorded.