Ling 3.1 Flash API PricingNEW
InclusionAI · released 2026-10-01
Pricing
0.030¢ / 1K
0.090¢ / 1K
0.045¢ / 1K
What it actually costs
| Workload | Tokens | Cost |
|---|---|---|
| Short chat reply | 500 in / 300 out | 0.042¢ |
| RAG query | 4,000 in / 500 out | 0.165¢ |
| Long document summary | 50,000 in / 1,000 out | $0.0159 |
| Code review of a 2k-line file | 30,000 in / 2,000 out | $0.0108 |
| 1,000 chat replies/day for 30 days | 30,000 × (500 in / 300 out) | $12.60 |
Cost = (input tokens ÷ 1,000,000 × $0.30) + (output tokens ÷ 1,000,000 × $0.90).
Benchmarks
#22 of 543
Similar intelligence, lower price
| Model | Intelligence | Blended $/1M |
|---|---|---|
| GPT-6 Luna (Max) | 38.1 | $0.20 |
| Qwen3.8-Flash-Next | 39.8 | $0.23 |
| GLM 5.3 Flash | 41.8 | $0.237 |
Leaderboard neighbours
| Model | Intelligence | Blended $/1M |
|---|---|---|
| GPT-5.6 Terra (Max) | 42.1 | $4.50 |
| Claude Opus 4.8 (Max) | 41.8 | $10.00 |
| GLM 5.3 Flash | 41.8 | $0.237 |
| Ling 3.1 Flash | 41.1 | $0.45 |
| Gemini 3.8 Flash (High) | 40.9 | $1.50 |
| Claude Opus 4.7 (Max) | 40.7 | $10.00 |
| Qwen3.8 Max | 40.2 | $3.00 |
More from InclusionAI
| Model | Intelligence | Blended $/1M |
|---|---|---|
| Ling-3.0-flash-VL | 24.6 | $0.111 |
| Ling-3.0-flash-Fin | 22.6 | $0.111 |
| Ling 3.0 Flash | 20.1 | $0.111 |
| Ling-2.6-1T | 17.0 | $0.85 |
| Ring-2.6-1T | 16.6 | $0.85 |
| Ling 3.0 Tiny | 11.1 | — |
| Ring-1T | 10.9 | — |
| Ling 2.6 Flash | 9.7 | — |
Count tokens & estimate cost for Ling 3.1 Flash See Ling 3.1 Flash on the leaderboard
Source: Artificial Analysis · last synced 2026-10-03
FAQ
Who develops Ling 3.1 Flash?
Ling 3.1 Flash is developed by InclusionAI, released 2026-10-01.
How much does Ling 3.1 Flash cost per million tokens?
Ling 3.1 Flash costs $0.30 per 1M input tokens and $0.90 per 1M output tokens ($0.45 blended), per Artificial Analysis's official pricing data.
How does Ling 3.1 Flash rank on benchmarks?
Ling 3.1 Flash scores 41.1 on the Artificial Analysis Intelligence Index, ranking #22 of 543 models we track.
Is there a cheaper model with similar intelligence to Ling 3.1 Flash?
Yes — GPT-6 Luna (Max) scores similar intelligence (38.1) at $0.20/1M blended, versus $0.45/1M for Ling 3.1 Flash.
Where does this data come from?
Pricing and benchmark data for Ling 3.1 Flash comes from Artificial Analysis (artificialanalysis.ai), synced daily. Last synced 2026-10-03.