ConvAI Laya vs Qwen 4 Max (Leaked Staging)

A direct, empirical evaluation of ConvAI Laya (ConvAI Innovations (Vishal Mysore / visrow)) against Qwen 4 Max (Leaked Staging) (Alibaba Cloud).

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.

Qwen 4 Max (Leaked Staging)

Developed by Alibaba Cloud · 1.2 Trillion (Sparse MoE) parameters

Repository-scale software engineering outscoring GPT-6 Sol, multilingual enterprise agents across 120 languages, and low-cost 1M-token processing.

Metric ConvAI Laya Qwen 4 Max (Leaked Staging)
SWE-bench Verified 64.2% 78.6%
MMLU-Pro 82.4% 91.4%
MATH-500 88.5% 95.6%
Context Window 8,192 tokens 1,000,000 tokens
Input Pricing (per 1M) $0.00 $1.20
Output Pricing (per 1M) $0.00 $4.80