BizGenEval: A Benchmark for Commercial Visual Content Generation

Microsoft's BizGenEval is a systematic benchmark for evaluating image generation models on real-world commercial design tasks. It comprises 400 curated prompts and 8,000 checklist questions across 20 evaluation tasks, covering 5 document types and 4 capability dimensions. The dataset was last updated on April 1, -2026.

Use Cases

• Benchmarking text-to-image models on commercial design tasks based on the 20 evaluation tasks.
• Evaluating model capabilities across dimensions like layout and aesthetics based on the 4 capability dimensions.
• Testing model performance on specific document types like presentation slides based on the 5 covered types.
• Assessing model robustness using the 4,000 easy and 4,000 hard checklist questions.

Strengths

• Systematic structure covering 5 document types and 4 capability dimensions for 20 total evaluation tasks.
• Includes 400 curated prompts and 8,000 checklist questions (4,000 easy and 4,000 hard).
• Authored by Microsoft, suggesting institutional backing.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count, file formats, and sample data are unknown, which may limit suitability assessment.
• Last updated 2026-04-01 13:19:19; freshness should be verified.

Provenance

Source

Microsoft

Collection Method

Curated for benchmark evaluation; specific gathering method is not detailed.

Time Range

Temporal coverage is not specified.

Freshness

Last updated 2026-04-01 13:19:19.

Geography

Spatial coverage is not specified.