Compare/DeepSeek V4 Flash (Reasoning, High Effort) vs Ling 2.6 Flash

DeepSeek V4 Flash (Reasoning, High Effort)vsLing 2.6 Flash

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

DeepSeek

DeepSeek V4 Flash (Reasoning, High Effort)

Input
$0.14/M
Output
$0.28/M
Speed
TTFT
InclusionAI

Ling 2.6 Flash

Input
$0.1/M
Output
$0.3/M
Speed
205 tok/s
TTFT
0.67s

Winner by Category

Cheaper
Ling 2.6 Flash
Faster (tok/s)
Ling 2.6 Flash
Lower Latency
DeepSeek V4 Flash (Reasoning, High Effort)
Benchmarks (7-0)
DeepSeek V4 Flash (Reasoning, High Effort)

Pricing Comparison

MetricDeepSeek V4 Flash (Reasoning, High Effort)Ling 2.6 Flash
Input ($/M tokens)$0.14$0.1
Output ($/M tokens)$0.28$0.3
Cost for 1M input + 100K output tokens:
DeepSeek V4 Flash (Reasoning, High Effort)$0.17
Ling 2.6 Flash$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V4 Flash (Reasoning, High Effort)
Ling 2.6 Flash
205 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V4 Flash (Reasoning, High Effort)
Ling 2.6 Flash
0.67s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
44.926.2
Coding Index
39.823.2
Math Index
GPQA Diamond
86.7%59.3%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
27.8%6.2%
SciCode
42.0%27.1%
IFBench
73.5%57.4%
TerminalBench
38.6%21.2%
DeepSeek V4 Flash (Reasoning, High Effort)7 wins
0 winsLing 2.6 Flash

Frequently Asked Questions

Which is cheaper, DeepSeek V4 Flash (Reasoning, High Effort) or Ling 2.6 Flash?

Ling 2.6 Flash is cheaper overall. Its blended price (3:1 input/output ratio) is $0.15/M tokens vs $0.17/M for DeepSeek V4 Flash (Reasoning, High Effort).

Which model performs better on benchmarks?

DeepSeek V4 Flash (Reasoning, High Effort) wins 7 out of 12 benchmarks compared to 0 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 205 tok/s vs 0 tok/s. DeepSeek V4 Flash (Reasoning, High Effort) also has lower time-to-first-token (0.00s vs 0.67s).

When should I use DeepSeek V4 Flash (Reasoning, High Effort) vs Ling 2.6 Flash?

Choose based on your priorities: Ling 2.6 Flash for lower cost, DeepSeek V4 Flash (Reasoning, High Effort) for stronger benchmark performance, and Ling 2.6 Flash for faster generation. For latency-sensitive apps, check the TTFT comparison above.