---
title: "Ling-3.0-flash — price, capability and what beats it · Undominated.ai"
canonical: https://undominated.ai/models/inclusionai__ling-3.0-flash/
description: "Ling-3.0-flash: $0.021/M in, $0.063/M out. Independent capability scores, context-tier pricing, and the models that are both better and cheaper."
---

# Ling-3.0-flash — price, capability and what beats it · Undominated.ai

> Ling-3.0-flash: $0.021/M in, $0.063/M out. Independent capability scores, context-tier pricing, and the models that are both better and cheaper.

[Leaderboard](/) / inclusionAI

# Ling-3.0-flash

inclusionAI · released 2026-07-23

 $0.032 per million tokens, balanced Balanced Summarise Chat Code gen Agentic

## Nothing is both better and cheaper.

Under a balanced workload, no other model in the catalogue scores higher *and* costs less. This model is on the value frontier.

### Every price dimension

| Input | $0.021 /M |
| --- | --- |
| Output | $0.063 /M |
| Cached input | $0.0042 /M |

### Independent scores

| Intelligence | 37.8 |
| --- | --- |
| Coding | 50.6 |
| Agentic | 29.3 |

Sources are listed separately rather than averaged. Across the 62 models both have scored they correlate at r = 0.806 — close agreement overall, but four models rank very differently between them, and a blended score would hide exactly those.

### Capability

| Context window | 262K |
| --- | --- |
| Max output | 33K |
| Input modes | text |
| Tool use | yes |
| Reasoning | optional |

### Provenance

| Price source | openrouter.ai |
| --- | --- |
| Fetched | 2026-08-24 |
| Quality data | verified |

*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...