Compare/Grok 3 mini Reasoning (high) vs Ling-flash-2.0

Grok 3 mini Reasoning (high)vsLing-flash-2.0

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

xAI

Grok 3 mini Reasoning (high)

Input
$0.3/M
Output
$0.5/M
Speed
197 tok/s
TTFT
0.38s
InclusionAI

Ling-flash-2.0

Input
$0.14/M
Output
$0.57/M
Speed
64 tok/s
TTFT
1.43s

Winner by Category

Cheaper
Ling-flash-2.0
Faster (tok/s)
Grok 3 mini Reasoning (high)
Lower Latency
Grok 3 mini Reasoning (high)
Benchmarks (12-0)
Grok 3 mini Reasoning (high)

Pricing Comparison

MetricGrok 3 mini Reasoning (high)Ling-flash-2.0
Input ($/M tokens)$0.3$0.14
Output ($/M tokens)$0.5$0.57
Cost for 1M input + 100K output tokens:
Grok 3 mini Reasoning (high)$0.35
Ling-flash-2.0$0.20

Speed Comparison

Output Speed (tokens/s) — higher is better
Grok 3 mini Reasoning (high)
197 tok/s
Ling-flash-2.0
64 tok/s
Time to First Token (seconds) — lower is better
Grok 3 mini Reasoning (high)
0.38s
Ling-flash-2.0
1.43s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
32.115.7
Coding Index
25.216.7
Math Index
84.765.3
GPQA Diamond
79.1%65.7%
MMLU-Pro
82.8%77.7%
LiveCodeBench
69.6%58.9%
AIME 2025
84.7%65.3%
MATH-500
99.2%
Humanity's Last Exam
11.1%6.3%
SciCode
40.6%28.9%
IFBench
45.9%34.4%
TerminalBench
17.4%10.6%
Grok 3 mini Reasoning (high)12 wins
0 winsLing-flash-2.0

Frequently Asked Questions

Which is cheaper, Grok 3 mini Reasoning (high) or Ling-flash-2.0?

Ling-flash-2.0 is cheaper overall. Its blended price (3:1 input/output ratio) is $0.25/M tokens vs $0.35/M for Grok 3 mini Reasoning (high).

Which model performs better on benchmarks?

Grok 3 mini Reasoning (high) wins 12 out of 12 benchmarks compared to 0 for Ling-flash-2.0. 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 197 tok/s vs 64 tok/s. Grok 3 mini Reasoning (high) also has lower time-to-first-token (0.38s vs 1.43s).

When should I use Grok 3 mini Reasoning (high) vs Ling-flash-2.0?

Choose based on your priorities: Ling-flash-2.0 for lower cost, Grok 3 mini Reasoning (high) for stronger benchmark performance, and Grok 3 mini Reasoning (high) for faster generation. For latency-sensitive apps, check the TTFT comparison above.