Compare/DeepSeek V4 Pro (Reasoning, High Effort) vs GLM-4.6V (Non-reasoning)

DeepSeek V4 Pro (Reasoning, High Effort)vsGLM-4.6V (Non-reasoning)

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

DeepSeek

DeepSeek V4 Pro (Reasoning, High Effort)

Input
$0.435/M
Output
$0.87/M
Speed
56 tok/s
TTFT
1.04s
Z AI

GLM-4.6V (Non-reasoning)

Input
$0.3/M
Output
$0.9/M
Speed
77 tok/s
TTFT
1.44s

Winner by Category

Cheaper
GLM-4.6V (Non-reasoning)
Faster (tok/s)
GLM-4.6V (Non-reasoning)
Lower Latency
DeepSeek V4 Pro (Reasoning, High Effort)
Benchmarks (7-4)
DeepSeek V4 Pro (Reasoning, High Effort)

Pricing Comparison

MetricDeepSeek V4 Pro (Reasoning, High Effort)GLM-4.6V (Non-reasoning)
Input ($/M tokens)$0.435$0.3
Output ($/M tokens)$0.87$0.9
Cost for 1M input + 100K output tokens:
DeepSeek V4 Pro (Reasoning, High Effort)$0.52
GLM-4.6V (Non-reasoning)$0.39

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V4 Pro (Reasoning, High Effort)
56 tok/s
GLM-4.6V (Non-reasoning)
77 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V4 Pro (Reasoning, High Effort)
1.04s
GLM-4.6V (Non-reasoning)
1.44s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
49.817.1
Coding Index
43.211.1
Math Index
26.3
GPQA Diamond
90.5%56.6%
MMLU-Pro
75.2%
LiveCodeBench
41.1%
AIME 2025
26.3%
MATH-500
Humanity's Last Exam
33.5%3.7%
SciCode
46.4%27.2%
IFBench
71.3%27.9%
TerminalBench
41.7%3.0%
DeepSeek V4 Pro (Reasoning, High Effort)7 wins
4 winsGLM-4.6V (Non-reasoning)

Frequently Asked Questions

Which is cheaper, DeepSeek V4 Pro (Reasoning, High Effort) or GLM-4.6V (Non-reasoning)?

GLM-4.6V (Non-reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.45/M tokens vs $0.54/M for DeepSeek V4 Pro (Reasoning, High Effort).

Which model performs better on benchmarks?

DeepSeek V4 Pro (Reasoning, High Effort) wins 7 out of 12 benchmarks compared to 4 for GLM-4.6V (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GLM-4.6V (Non-reasoning) generates tokens faster at 77 tok/s vs 56 tok/s. DeepSeek V4 Pro (Reasoning, High Effort) also has lower time-to-first-token (1.04s vs 1.44s).

When should I use DeepSeek V4 Pro (Reasoning, High Effort) vs GLM-4.6V (Non-reasoning)?

Choose based on your priorities: GLM-4.6V (Non-reasoning) for lower cost, DeepSeek V4 Pro (Reasoning, High Effort) for stronger benchmark performance, and GLM-4.6V (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.