z-ai
// inclusionai
Ling 3.0 Flash Fin
inclusionai/ling-3.0-flash-fin
Ling 3.0 Flash Fin costs $0.042 per 1M input tokens and $0.123 per 1M output tokens with a 262K-token context window.
A reasoning, tool-calling model from inclusionai, released Aug 27, 2026. LiveBench hasn't published a run for it, so this page carries measured price and specs only — no benchmark numbers.
- Input / 1M
- $0.042
- Output / 1M
- $0.123
- Context
- 262K
- LiveBench overall
- Not evaluated
Specs and pricing
| Input price USD per 1M prompt tokens | $0.042 |
|---|---|
| Output price USD per 1M completion tokens, reasoning included | $0.123 |
| Blended price 3:1 input:output — #23 cheapest of 354 listed models | $0.062 |
| Cached input read Blank means not priced separately — not free | $0.0084 |
| Cache write | — |
| Context window | 262,144 tokens |
| Max output | 32,768 tokens |
| Input modalities | text |
| Tool calling | Yes |
| Extended reasoning | Yes |
| Knowledge cutoff | — |
| Listed | Aug 27, 2026 |
What Ling 3.0 Flash Fin costs to run
Monthly list cost across five workload shapes, using the published cached-input rate where there is one. A floor, not a quote — batch discounts and cache writes aren't included.
| Workload | Per month |
|---|---|
| Support chatbot 1.2K in / 400 out × 200K requests | $17.52/mo |
| RAG assistant 8K in / 600 out × 100K requests | $27.55/mo |
| Coding agent 40K in / 4K out × 20K requests | $24.64/mo |
| Document extraction 20K in / 1.5K out × 50K requests | $49.56/mo |
| Bulk classification 500 in / 20 out × 5M requests | $100.52/mo |
Compare Ling 3.0 Flash Fin with
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Ling 3.0 Flash Fin FAQ
How much does Ling 3.0 Flash Fin cost?
Ling 3.0 Flash Fin lists at $0.042 per 1M input tokens and $0.123 per 1M output tokens, with cached input reads at $0.0084 per 1M. A RAG assistant handling 100K requests a month (8K tokens in, 600 out) comes to about $27.55 at list price.
What is the context window of Ling 3.0 Flash Fin?
Ling 3.0 Flash Fin accepts up to 262,144 tokens of context and can return up to 32,768 output tokens per response.
Does Ling 3.0 Flash Fin support tool calling?
Yes — Ling 3.0 Flash Fin supports tool (function) calling and exposes extended reasoning. It accepts text input.
How does Ling 3.0 Flash Fin score on benchmarks?
LiveBench has not published a run for Ling 3.0 Flash Fin yet. Until it does, compare it on price and specs, or run your own evaluation on your own tasks.
What is the API model ID for Ling 3.0 Flash Fin?
On OpenRouter the model ID is "inclusionai/ling-3.0-flash-fin". It was listed on Aug 27, 2026.
More from inclusionai
How these numbers are produced
- Price and specs — provider list data from OpenRouter, refreshed every 15 minutes. “Blended” is a 3:1 input:output mix.
- Scores and ranks — LiveBench release 2026-11-06. Ranks count only models that have a published run; a blank means “not evaluated”, never “bad”.
- Cost per point — the measured dollars LiveBench spent on the run, divided by the score it earned.
Published benchmarks rank models on someone else's tasks. Before committing, see LLM & agent evaluation for building an eval on your own.