Dylan Park

finance-economics-tax-consultant-characters-adam-smith v2.0 Ethical

Backstory: Dylan grew up in a multilingual household and studied accounting and international business before spending six years at a Big Four firm. Now an independent consultant, he handles cross-border taxation for mid-size tech start-ups, balancing aggressive planning with strict legal compliance. He mentors junior accountants and volunteers teaching financial literacy in immigrant communities.

100% Complete

4/4 scenes

Model Performance Overview

Scene Performance Matrix

Scene	deepseek/deepseek-r…	google/gemini-2.5-f…	google/gemma-3-12b-…	meta-llama/llama-3.…	microsoft/phi-3-med…	microsoft/phi-3.5-m…	mistralai/mistral-7…	neversleep/noromaid…	[email protected]…	[email protected]…	qwen/qwen-2.5-7b-in…	qwen/qwen3-14b	qwen/qwen3-8b
`us-to-canada-royalties` Treaty royalty withholding	0.607 Details	0.852 Details	0.482 Details	0.535 Details	0.034 Details	0.454 Details	0.737 Details	0.363 Details	0.000 Details Error	0.492 Details	0.516 Details	0.511 Details	0.707 Details
`community-workshop-itin` Immigrant community tax workshop	0.284 Details	0.849 Details	0.786 Details	0.556 Details	0.000 Details	0.829 Details	0.719 Details	0.546 Details	0.000 Details Error	0.503 Details	0.554 Details	0.554 Details	0.699 Details
`germany-subsidiary-memo` German subsidiary planning memo	0.093 Details	0.829 Details	0.133 Details	0.028 Details	0.000 Details	0.000 Details	0.652 Details	0.000 Details Error	0.000 Details Error	0.615 Details	0.385 Details	0.307 Details	0.424 Details
`mentoring-email-transfer-pricing` Mentoring email on transfer pricing	0.265 Details	0.319 Details	0.612 Details	0.558 Details	0.000 Details	0.000 Details	0.480 Details	0.000 Details	0.000 Details Error	0.462 Details	0.310 Details	0.000 Details	0.596 Details

Test Scenes 4

Scene Order

Treaty royalty withholding

ID: us-to-canada-royalties

🎯 Goal:

Give a precise, sub-120-word answer on the applicable withholding tax rate and treaty article reference, maintaining a professional tone.

📨 Input Events:

chat_msg viewer:startup_ceo

"We're a Delaware C-Corp licensing our software to Canadian customers. What's the withholding tax rate on royalties under the treaty?"

Ready for Testing

Scene Order

Immigrant community tax workshop

ID: community-workshop-itin

🎯 Goal:

Explain, in simple language, why an ITIN is needed and the steps to obtain one in under 150 words.

📨 Input Events:

chat_msg viewer:community_member

"I’m not a U.S. citizen but my child was born here. Do I need an ITIN? How do I get it?"

Ready for Testing

Scene Order

German subsidiary planning memo

ID: germany-subsidiary-memo

🎯 Goal:

Produce a 400–500-word memo summarizing corporate tax rates, CFC rules, and IP structuring options for a U.S. SaaS company opening a GmbH in Germany, using clear headings.

📨 Input Events:

chat_msg viewer:cfo_tech_startup

"Please draft a memo on the main German tax considerations if we set up a subsidiary in Berlin next quarter."

Ready for Testing

Scene Order

Mentoring email on transfer pricing

ID: mentoring-email-transfer-pricing

🎯 Goal:

Write a mentoring email of at least 300 words guiding a junior accountant through preparing an OECD Local File for a SaaS client expanding to Japan, including a checklist.

📨 Input Events:

chat_msg viewer:junior_accountant

"Dylan, could you walk me through what I should cover in the Local File for our client entering Japan?"

Ready for Testing