DeepSeek: DeepSeek V4 Pro 0423 vs inclusionAI: Ling 3.0 Flash
deepseek vs inclusionai
On price, inclusionAI: Ling 3.0 Flash is cheaper (blended cost is about 0.07× that of DeepSeek: DeepSeek V4 Pro 0423).
On capability, DeepSeek: DeepSeek V4 Pro 0423 has the higher intelligence index (23) — better for complex reasoning.
Verdict: pick inclusionAI: Ling 3.0 Flash on a budget, or DeepSeek: DeepSeek V4 Pro 0423 for output quality. Full details below.
Side-by-Side Specs
| Metric | DeepSeek: DeepSeek V4 Pro 0423 | inclusionAI: Ling 3.0 Flash |
|---|---|---|
| Input /1M | $0.34 | $0.02 |
| Output /1M | $0.69 | $0.06 |
| Blended (3:1) | $0.43 | $0.03 |
| Context | 1.0M | 262K |
| Intelligence | 23 | 20 |
| Coding | 69 | 51 |
| Math | — | — |
| Speed | 84 tok/s | 321 tok/s |
| CPS Grade | A | A |
FAQ
Which is cheaper, DeepSeek: DeepSeek V4 Pro 0423 or inclusionAI: Ling 3.0 Flash?
On price, inclusionAI: Ling 3.0 Flash is cheaper (blended cost is about 0.07× that of DeepSeek: DeepSeek V4 Pro 0423). DeepSeek: DeepSeek V4 Pro 0423: $0.3428 in / $0.6856 out; inclusionAI: Ling 3.0 Flash: $0.021 in / $0.063 out (per 1M tokens).
Which is smarter, DeepSeek: DeepSeek V4 Pro 0423 or inclusionAI: Ling 3.0 Flash?
On capability, DeepSeek: DeepSeek V4 Pro 0423 has the higher intelligence index (23) — better for complex reasoning. Coding index: DeepSeek: DeepSeek V4 Pro 0423 69 vs inclusionAI: Ling 3.0 Flash 51.
Which one should I choose?
Verdict: pick inclusionAI: Ling 3.0 Flash on a budget, or DeepSeek: DeepSeek V4 Pro 0423 for output quality. Full details below.