ConvAI Laya vs MiniMax M3.1-Flash-Preview
A direct, empirical evaluation of ConvAI Laya (ConvAI Innovations (Vishal Mysore / visrow)) against MiniMax M3.1-Flash-Preview (MiniMax).
ConvAI Laya
Developed by ConvAI Innovations (Vishal Mysore / visrow) · 421 Million (ModernBERT-large Backbone) parameters
Client-side in-browser decision execution via WebGPU/WASM, zero-cost operational routing, private on-device medical/financial triage, and domain-specific fine-tuning.
MiniMax M3.1-Flash-Preview
Developed by MiniMax · Proprietary Sparse Coding MoE parameters
Low-latency interactive IDE code completions at 165 tokens/sec, SWE-bench Verified bug fixes (73.8%), terminal automation, and budget-optimized pull request reviews.
| Metric | ConvAI Laya | MiniMax M3.1-Flash-Preview |
|---|---|---|
| SWE-bench Verified | 64.2% | 73.8% |
| MMLU-Pro | 82.4% | 81.2% |
| MATH-500 | 88.5% | 92.4% |
| Context Window | 8,192 tokens | 1,000,000 tokens |
| Input Pricing (per 1M) | $0.00 | $0.10 |
| Output Pricing (per 1M) | $0.00 | $0.40 |