Compare/Ling 2.6 Flash vs Gemma 4 12B (Reasoning)

Ling 2.6 FlashvsGemma 4 12B (Reasoning)

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

InclusionAI

Ling 2.6 Flash

Input
$0.1/M
Output
$0.3/M
Speed
172 tok/s
TTFT
0.69s
Google

Gemma 4 12B (Reasoning)

Input
$0.1/M
Output
$0.3/M
Speed
143 tok/s
TTFT
1.33s

Winner by Category

Cheaper
Tie
Faster (tok/s)
Ling 2.6 Flash
Lower Latency
Ling 2.6 Flash
Benchmarks (2-5)
Gemma 4 12B (Reasoning)

Pricing Comparison

MetricLing 2.6 FlashGemma 4 12B (Reasoning)
Input ($/M tokens)$0.1$0.1
Output ($/M tokens)$0.3$0.3
Cost for 1M input + 100K output tokens:
Ling 2.6 Flash$0.13
Gemma 4 12B (Reasoning)$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
Ling 2.6 Flash
172 tok/s
Gemma 4 12B (Reasoning)
143 tok/s
Time to First Token (seconds) — lower is better
Ling 2.6 Flash
0.69s
Gemma 4 12B (Reasoning)
1.33s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
14.122.0
Coding Index
25.3
Math Index
GPQA Diamond
59.3%75.3%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
6.2%14.8%
SciCode
27.1%38.2%
IFBench
57.4%73.5%
TerminalBench
21.2%18.2%
Ling 2.6 Flash2 wins
5 winsGemma 4 12B (Reasoning)

Frequently Asked Questions

Which is cheaper, Ling 2.6 Flash or Gemma 4 12B (Reasoning)?

Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.

Which model performs better on benchmarks?

Gemma 4 12B (Reasoning) wins 5 out of 12 benchmarks compared to 2 for Ling 2.6 Flash. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Ling 2.6 Flash generates tokens faster at 172 tok/s vs 143 tok/s. Ling 2.6 Flash also has lower time-to-first-token (0.69s vs 1.33s).

When should I use Ling 2.6 Flash vs Gemma 4 12B (Reasoning)?

Choose based on your priorities: both are similarly priced, Gemma 4 12B (Reasoning) for stronger benchmark performance, and Ling 2.6 Flash for faster generation. For latency-sensitive apps, check the TTFT comparison above.