Compare/GLM-5.3-Flash vs Grok 3 mini Reasoning (high)

GLM-5.3-FlashvsGrok 3 mini Reasoning (high)

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

Z AI

GLM-5.3-Flash

Input
$0.15/M
Output
$0.5/M
Speed
47 tok/s
TTFT
1.67s
SpaceXAI

Grok 3 mini Reasoning (high)

Input
$0.3/M
Output
$0.5/M
Speed
78 tok/s
TTFT
0.68s

Winner by Category

Cheaper
GLM-5.3-Flash
Faster (tok/s)
Grok 3 mini Reasoning (high)
Lower Latency
Grok 3 mini Reasoning (high)
Benchmarks (2-0)
GLM-5.3-Flash

Pricing Comparison

MetricGLM-5.3-FlashGrok 3 mini Reasoning (high)
Input ($/M tokens)$0.15$0.3
Output ($/M tokens)$0.5$0.5
Cost for 1M input + 100K output tokens:
GLM-5.3-Flash$0.20
Grok 3 mini Reasoning (high)$0.35

Speed Comparison

Output Speed (tokens/s) — higher is better
GLM-5.3-Flash
47 tok/s
Grok 3 mini Reasoning (high)
78 tok/s
Time to First Token (seconds) — lower is better
GLM-5.3-Flash
1.67s
Grok 3 mini Reasoning (high)
0.68s

Editorial Analysis

Verdict. GLM-5.3-Flash wins the overall benchmark matchup 2–0 across 2 overlapping categories, but raw benchmark score is only one input to the decision.

Pricing. Both models sit in the budget bracket for output-token pricing. At 1.0× the per-million-token cost, Grok 3 mini Reasoning (high) is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Grok 3 mini Reasoning (high) makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. GLM-5.3-Flash is strongest on Coding Index (71.5), Intelligence Index (57.5). Grok 3 mini Reasoning (high) leads on Intelligence Index (22.9).

Speed. On throughput, Grok 3 mini Reasoning (high) generates tokens at 78 tok/s versus 47 tok/s — about 39% faster. On time-to-first-token, Grok 3 mini Reasoning (high) responds in 680ms vs 1670ms, which matters most for chat-style UIs.

Provider. Z AI and SpaceXAI sell to overlapping but distinct developer audiences: Z AI tends to ship frontier reasoning models with premium positioning, while SpaceXAI often prices more aggressively. Your existing vendor relationships, billing, and SLA preferences may matter as much as the raw numbers above.

Workload cost. Workload scenarios (per million requests at 30M input + 15M output tokens): GLM-5.3-Flash costs $12.00 ($144/year); Grok 3 mini Reasoning (high) costs $16.50 ($198/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): GLM-5.3-Flash ≈ $1.75/run, Grok 3 mini Reasoning (high) ≈ $2.50/run. At agent/realtime scale (200M input / 100M output per million requests): GLM-5.3-Flash ≈ $80/run, Grok 3 mini Reasoning (high) ≈ $110/run. GLM-5.3-Flash becomes more attractive at higher volume — the absolute per-token pricing difference compounds when you ship at scale.

Recommendation. Both models have legitimate use cases — the right answer depends on whether you are optimizing for benchmark ceiling, latency, or unit cost. Start with the cheaper / faster model, evaluate against your specific task, and only switch if the upgrade shows a meaningful lift.

Head-to-head deltas

  • On throughput, Grok 3 mini Reasoning (high) is 1.64× faster (78 tok/s vs 47 tok/s). For streaming chat or real-time agents this alone often flips the recommendation.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
57.522.9
Coding Index
71.5
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
GLM-5.3-Flash2 wins
0 winsGrok 3 mini Reasoning (high)

Frequently Asked Questions

Which is cheaper, GLM-5.3-Flash or Grok 3 mini Reasoning (high)?

GLM-5.3-Flash is cheaper overall. Its blended price (3:1 input/output ratio) is $0.24/M tokens vs $0.35/M for Grok 3 mini Reasoning (high).

Which model performs better on benchmarks?

GLM-5.3-Flash wins 2 out of 12 benchmarks compared to 0 for Grok 3 mini Reasoning (high). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Grok 3 mini Reasoning (high) generates tokens faster at 78 tok/s vs 47 tok/s. However, Grok 3 mini Reasoning (high) has lower time-to-first-token (0.68s vs 1.67s).

When should I use GLM-5.3-Flash vs Grok 3 mini Reasoning (high)?

Choose based on your priorities: GLM-5.3-Flash for lower cost, GLM-5.3-Flash for stronger benchmark performance, and Grok 3 mini Reasoning (high) for faster generation. For latency-sensitive apps, check the TTFT comparison above.