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Ling 3.0 Flash Fin

Ling 3.0 Flash Fin is a finance-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total.

At a glance

Input / 1M
$0.04
Output / 1M
$0.12
Context
262K
Max output
33K
Intelligence
22.6
Released
Aug 2026
Text inputReasoningTool callingFree tier

Pricing

Ling 3.0 Flash Fin API pricing

Per-token rates, plus what common tasks actually cost.

Input tokensPer 1M tokens$0.04
Output tokensPer 1M tokens$0.12
Cached input (read)Per 1M tokens$0.01
Cache writePer 1M tokensNot available

Chat message

2K in, 500 out

$0.15

per 1,000 requests

Coding task

30K in, 4K out

$1.75

per 1,000 requests

Long document summary

150K in, 2K out

$6.55

per 1,000 requests

Benchmarks

Ling 3.0 Flash Fin benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

22.6

Coding index

55.6

Agentic index

27.9

Specs

Context window and capabilities

What it can read, what it can write, and which API features it supports.

Context window
262K tokens
Max output
33K tokens
Input types
Text
Output types
Text
Reasoning effort
Not available
Release date
August 27, 2026
  • Tool calling
  • Structured outputs
  • JSON mode
  • Reasoning
  • Temperature
  • Stop sequences
  • Deterministic seed
  • Verbosity control

FAQ

Frequently asked questions

How much does Ling 3.0 Flash Fin cost?

Ling 3.0 Flash Fin costs $0.04 per 1M input tokens and $0.12 per 1M output tokens through the API. A typical chat message costs about $0.15 per 1,000 messages.

What is the context window of Ling 3.0 Flash Fin?

Ling 3.0 Flash Fin accepts up to 262K tokens of input and can write up to 33K tokens in a single response.

What is the best alternative to Ling 3.0 Flash Fin?

Solar Pro 4 from Upstage is a strong alternative. It offers: higher intelligence score, larger 524k context.

Can I use Ling 3.0 Flash Fin alongside other models?

Yes. Shortcut Chat sends one prompt to Ling 3.0 Flash Fin and any other models you pick at the same time, so you can compare answers side by side.

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Try Ling 3.0 Flash Fin next to every other model.

Use Ling 3.0 Flash Fin alongside all the other models. Use one at a time, or multiple together. Get the best answer from every AI.