IBM: Granite 4.1 8B

IBM Granite 4.1 8B demonstrates competitive response times, ranking in the 55th percentile across benchmarks, and consistently offers highly competitive pricing, placing in the 88th percentile. The model exhibits exceptional reliability with a 98% success rate, indicating minimal technical failures. In terms of performance across categories, Granite 4.1 8B shows strong capabilities in Hallucinations (98.0% accuracy), Ethics (99.0% accuracy), and Email Classification (95.0% accuracy). Notably, it achieved a top 3 ranking in speed for Email Classification and was the most accurate among models with comparable speed. However, the model struggles significantly with Instruction Following (16.0% accuracy) and Reasoning (46.0% accuracy), indicating these areas as key weaknesses. Its performance in General Knowledge (93.0%), Mathematics (71.0%), and Coding (78.0%) is moderate, falling within the lower to mid-range percentiles for accuracy. Overall, Granite 4.1 8B is a cost-effective and reliable model, particularly strong in tasks requiring ethical judgment and avoiding factual errors, but requires further development in complex instruction following and abstract reasoning.