Sarvam AI: Sarvam-M

Sarvam-M, a 24B-parameter instruction-tuned model from sarvamai, demonstrates strong performance across several key metrics. It consistently ranks among the fastest models and offers highly competitive pricing, making it an efficient and cost-effective choice. The model exhibits exceptional reliability with a 100% success rate across all benchmarks, indicating a robust and stable operational profile. In terms of benchmark performance, Sarvam-M achieves high accuracy in General Knowledge (99.8%, 85th percentile) and Ethics (99.0%, 63rd percentile). It excels in Email Classification, achieving perfect 100.0% accuracy, positioning it as a top performer and the most accurate model at its price point and speed. The model also shows solid capabilities in Coding with 92.9% accuracy (82nd percentile). A notable weakness is its 0.0% accuracy in Instruction Following, suggesting this is an area requiring significant improvement. The dual-mode interface, offering both low-latency chat and a "think" phase for complex tasks, combined with its strong Indic language support, positions Sarvam-M as a practical general-purpose model for multilingual conversational and analytical workloads.