SmophyAI

Published daily · Next update 02:00 UTC

Real data comparison

DeepSeek: DeepSeek V4 Flash 0423 vs inclusionAI: Ling 3.0 Flash

On quality, DeepSeek: DeepSeek V4 Flash 0423 leads (34.3 vs 20.6). On price, inclusionAI: Ling 3.0 Flash is cheaper ($0.03 vs $0.19 per 1M). In real production usage, DeepSeek: DeepSeek V4 Flash 0423 is used more (rank #2 vs #15 of 353).

  • DeepSeek: DeepSeek V4 Flash 0423
  • inclusionAI: Ling 3.0 Flash
Quality (Intelligence Index)34.3 / 20.6
Price ($/1M blended)$0.19 / $0.03
Average usage share14.37% / 2.05%
Coding index69.1 / 50.6
Agentic index41 / 21
Context window1,310,720 / 262,144
Quality per dollar180.5 pts/$ / 654.0 pts/$

Usage share over time

24.64%18.48%12.32%6.16%0.00%Share of usageJul 5Aug 13Sep 22
  • DeepSeek: DeepSeek V4 Flash 0423
  • inclusionAI: Ling 3.0 Flash

Frequently asked questions

DeepSeek: DeepSeek V4 Flash 0423 vs inclusionAI: Ling 3.0 Flash: which is better quality?

DeepSeek: DeepSeek V4 Flash 0423 scores higher on Artificial Analysis's Intelligence Index (34.3 vs 20.6).

DeepSeek: DeepSeek V4 Flash 0423 vs inclusionAI: Ling 3.0 Flash: which is cheaper?

inclusionAI: Ling 3.0 Flash is cheaper at $0.03/1M vs $0.19/1M.

DeepSeek: DeepSeek V4 Flash 0423 vs inclusionAI: Ling 3.0 Flash: which is used more?

DeepSeek: DeepSeek V4 Flash 0423 has higher real OpenRouter usage share (rank #2 vs #15 of 353).

Source: OpenRouter (openrouter.ai/rankings), as of September 23, 2026.

Benchmark scores: Artificial Analysis (artificialanalysis.ai) via OpenRouter (openrouter.ai/rankings).

Methodology: www.smophy.ai/benchmark/methodology

Token counts originate from each provider's own tokenizer and are not directly comparable across providers.