Business

Sansa Bench

Business leaderboard for Sansa Bench, with charts, model comparison, and methodology. This dimension covers strategy, management, organizational behavior, and business operations.

Inspiration & Acknowledgments91 models testedUpdated Aug 8, 2026

Top models for Business

  1. 1.Gemini-3.1-Pro-Preview Reasoning High0.814
  2. 2.Gemini-3.1-Pro-Preview Reasoning Low0.807
  3. 3.Qwen3.5-Flash-02-23 Reasoning Low0.797
  4. 4.Qwen3.5-Flash-02-23 Reasoning High0.787
  5. 5.Qwen3.5-35b-A3b Reasoning Low0.786

Methodology: Business

What it measures

Tests business knowledge and understanding, including business strategy, management principles, organizational behavior, and business operations. Queries cover various aspects of business administration and management.

Scoring & Criteria

Returns score 1.0 if the extracted answer exactly matches the expected answer letter (after normalization), otherwise 0.0. The system prompt requests answers in `<answer>X</answer>` format where X is a letter from the provided choices (A, B, C, D, etc.). The grader normalizes for models that include the full choice text instead of just the letter, or that violate the answer tag format from the system prompt. Only one answer is correct.

Evaluation Type: Multiple Choice

Grades multiple choice responses by exact string matching with normalization.

Example Question

Question:
Which of the following is not one of the basic functions of management?
 
A. Planning
B. Organizing
C. Cooperating
D. Controlling
Answer:
C