inclusionAI: Ling 3.0 Flash VL API Pricing
inclusionAI: Ling 3.0 Flash VL costs $0.060 per 1M input tokens and $0.180 per 1M output tokens (cache reads: $0.012). Context window: 131K. Prices verified 2026-10-21 · source
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Token economics
| Token type | Price | vs base input |
|---|---|---|
| Standard input | $0.060 | — |
| Cache read | $0.012 | −80% |
| Output | $0.180 | — |
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 VL cost you per month?
| Workload | Requests/mo | Avg tokens (in/out) | Est. monthly cost |
|---|---|---|---|
| Light chatbot | 10,000 | 800 / 400 | $1.20 |
| Coding agent | 5,000 | 8,000 / 2,000 | $4.20 |
| RAG pipeline | 30,000 | 4,000 / 500 | $9.90 |
| Doc summarizer | 2,000 | 20,000 / 1,000 | $2.76 |
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 VL
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...
Compare inclusionAI: Ling 3.0 Flash VL with
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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 VL cost?
inclusionAI: Ling 3.0 Flash VL costs $0.060 per 1M input tokens and $0.180 per 1M output tokens; cached input tokens cost $0.012 per 1M. Verified 2026-10-21 — provider source.
What is the context window?
131K tokens, with up to 33K output tokens per response. That's roughly 164 pages of text in a single request.
Does it support prompt caching?
Yes — cached input is $0.012/1M, about 80% cheaper than standard input. Agents and RAG workloads with repeated context benefit most.
What's a cheaper alternative?
Mistral: Mistral Nemo saves about 69% on a typical workload with comparable quality.
Official resources
- inclusionAI: Ling 3.0 Flash VL 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.