inclusionAI: Ling 3.0 Flash API Pricing
inclusionAI: Ling 3.0 Flash costs $0.021 per 1M input tokens and $0.063 per 1M output tokens (cache reads: $0.0042). Context window: 262K. Prices verified 2026-10-21 · source
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Token economics
| Token type | Price | vs base input |
|---|---|---|
| Standard input | $0.021 | — |
| Cache read | $0.0042 | −80% |
| Output | $0.063 | — |
Prompt caching stores repeated context server-side: reads cost far less, but writes carry a one-time premium.
Higher effort = deeper thinking = more reasoning tokens billed as output.
What would inclusionAI: Ling 3.0 Flash cost you per month?
| Workload | Requests/mo | Avg tokens (in/out) | Est. monthly cost |
|---|---|---|---|
| Light chatbot | 10,000 | 800 / 400 | $0.42 |
| Coding agent | 5,000 | 8,000 / 2,000 | $1.47 |
| RAG pipeline | 30,000 | 4,000 / 500 | $3.46 |
| Doc summarizer | 2,000 | 20,000 / 1,000 | $0.97 |
Estimates use list prices without prompt caching. Caching can cut input cost by up to 90% on repeated context.
About inclusionAI: Ling 3.0 Flash
*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale agentic inference* as key priorities, enabling developers...
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Popular head-to-heads — see all on the comparisons index.
Frequently asked questions
How much does inclusionAI: Ling 3.0 Flash cost?
inclusionAI: Ling 3.0 Flash costs $0.021 per 1M input tokens and $0.063 per 1M output tokens; cached input tokens cost $0.0042 per 1M. Verified 2026-10-21 — provider source.
What is the context window?
262K tokens, with up to 33K output tokens per response. That's roughly 328 pages of text in a single request.
Does it support prompt caching?
Yes — cached input is $0.0042/1M, about 80% cheaper than standard input. Agents and RAG workloads with repeated context benefit most.
What's a cheaper alternative?
Check the value chart for models with similar intelligence at lower cost.
Official resources
- inclusionAI: Ling 3.0 Flash on OpenRouter — live endpoint, pricing source of record.
- Artificial Analysis leaderboard → — independent intelligence and performance rankings.
- Shred your current bill — paste a CSV and see if switching saves money.