Ling 3.0 Tiny API pricing
inclusionai · Budget price tier · released 2026-08. Prices in USD per 1 million tokens. Data snapshot: 2026-11-12.
A support ticket workload of 100K requests a month costs $4.50 on Ling 3.0 Tiny. Ling 3.0 Tiny has held the same list price since 2026-11-05 and is the 5th cheapest of 160 models in the Budget price tier. Only one host, Ant Digital, sells it, so there is no second price to shop. No Arena score is published for it, so it carries no Efficiency score and cannot hold the FinOps Friendly badge.
- Input: $0.015 per 1M tokens
- Output: $0.045 per 1M tokens
- Batch API (in/out): Not published
- Prompt-cache read: $0.003 per 1M tokens
- Context window: 262K tokens
- Arena ELO: Not published
Market position
On blended price ($0.036 per 1M tokens at 30% input, 70% output) it is cheaper than 97% of models in the Budget price tier: 5th cheapest of 160. Across every price tier it is cheaper than 99% of priced text models in the catalogue: 5th cheapest of 303. No Arena score has been published for Ling 3.0 Tiny, so this page does not rank it on quality and OptimNow's quality bars do not apply to it. 77 of the 160 models we list in the Budget price tier carry one. An unranked model is unmeasured, not poor: the benchmark needs votes, and a recent release has not had time to collect them.
Licence, size and capabilities
No licence is recorded for Ling 3.0 Tiny, so this page does not say whether it can be self-hosted. Its published size is 7.9B parameters. Listed capabilities: Text, Reasoning, Agents. Filling its 262K context window once costs $0.00393 in input tokens at list price.
Pricing by host
A host is a company that runs the model and sells it by the token: the model maker, a cloud platform like Amazon Bedrock, Azure or Vertex, or an independent host. One model, several hosts, and often several prices. This model is sold by 1 host. The price we quote elsewhere on this page is marked. We quote one host's rate so that models stay comparable; it is not a recommendation to buy there.
Ant Digital is the only host with a published rate, $0.015 input / $0.045 output per 1M tokens, which is the price we quote. It serves a quantized fp8 build, which is not the same product as the full-precision model.
| Host | Input $/1M | Output $/1M | Precision |
|---|---|---|---|
| Ant Digital (price we quote) | $0.015 | $0.045 | fp8 |
List prices as published on 2026-11-12, via OpenRouter. Negotiated rates, committed-use discounts and provisioned capacity are not shown.
Monthly cost at 100K requests, by business use case
From the after-discounts figure (prompt caching on the cached input share, batch API for async workloads, only where inclusionai publishes those rates), which assumes you implement both, to the list price. One figure means no discount is published.
| Use case | Tokens (in/out) | Monthly (after discounts – list) |
|---|---|---|
| Support Ticket | 1,500 / 500 | $3 – $5 |
| Knowledge Q&A | 2,000 / 800 | $5 – $7 |
| Meeting Summary | 10,000 / 1,200 | $19 – $20 |
| Marketing Content | 2,500 / 1,800 | $11 – $12 |
| Coding Task | 3,000 / 2,000 | $12 – $13 |
| Invoice Processing | 1,500 / 600 | $4 – $5 |
| Call Summary | 2,000 / 700 | $6 |
| Agent Workflow | 6,000 / 3,000 | $17 – $23 |
Price history
Ling 3.0 Tiny entered our daily price archive on 2026-11-05; tracking began on 2026-08-15. It listed at $0.015 input / $0.045 output per 1M tokens that day. No list price change since 2026-11-05. Last checked against the 2026-11-12 snapshot.
Alternatives to Ling 3.0 Tiny
Ling 3.0 Tiny carries no Arena score, so this page cannot place it against models of comparable quality. The alternatives below are its nearest neighbours on price in the Budget price tier.
- Next cheaper model in the Budget price tier: Llama 3.1 8B Instruct (Meta) at $0.034 blended, 6% less.
- Next more expensive: Ling 3.0 Flash (inclusionai) at $0.0504 blended, 40% more.
Other models from inclusionAI
inclusionAI has 3 other models in the catalogue. Prices per 1M tokens, input then output.
- Ling 3.0 Flash: $0.021 / $0.063
- Ling 3.1 Flash: $0.045 / $0.135
- Ling 3.0 Flash VL: $0.06 / $0.18
All 4 inclusionAI models and prices
Common questions about Ling 3.0 Tiny pricing
- How much does Ling 3.0 Tiny cost?
- Ling 3.0 Tiny costs $0.015 per 1M input tokens and $0.045 per 1M output tokens at Ant Digital, the host whose rate we quote. Ant Digital serves a quantized fp8 build, which is not the same product as the full-precision model. Prices as listed on 2026-11-12.
- Which host is cheapest for Ling 3.0 Tiny?
- Ant Digital is the only host with a published rate, $0.015 input / $0.045 output per 1M tokens, which is the price we quote. It serves a quantized fp8 build, which is not the same product as the full-precision model. Host rates as listed on 2026-11-12.
- Does Ling 3.0 Tiny offer batch or cached pricing?
- Yes, for prompt caching only. Cache reads cost $0.003 per 1M tokens, as listed on 2026-11-12. No batch pricing is published.
- What would Ling 3.0 Tiny cost per month?
- With the Support Ticket profile (1,500 input and 500 output tokens per request), 100,000 requests a month cost about $5 on Ling 3.0 Tiny at the list price quoted on 2026-11-12.
- Can Ling 3.0 Tiny be self-hosted?
- No licence is recorded for Ling 3.0 Tiny, so this page does not say whether it can be self-hosted.
- Has the price of Ling 3.0 Tiny changed?
- Ling 3.0 Tiny entered our daily price archive on 2026-11-05; tracking began on 2026-08-15. It listed at $0.015 input / $0.045 output per 1M tokens that day. No list price change since 2026-11-05. Last checked against the 2026-11-12 snapshot.
It publishes a prompt-cache rate, which is the discount most often left out of a budget: what prompt caching saves.
These are list prices. Your real cost also depends on caching and batching, negotiated discounts, marketplace agreements, and the contracts you already have. OptimNow audits exactly that.
Build the business case · Get a FinOps review
LLM pricing · Models by maker · Cloud compute pricing · Compare models · Price barometer · FinOps guides · API and MCP server