Question 1

What is Ling 3.0 Flash Fin?

Accepted Answer

Ling 3.0 Flash Fin is a model from InclusionAI, released on Aug 27, 2026. 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. It is designed for real-world investment...

Question 2

How much does Ling 3.0 Flash Fin cost?

Accepted Answer

On the Respan gateway, input starts at $0.04 per 1M tokens on OpenRouter, and output starts at $0.12 per 1M tokens on OpenRouter, after gateway discounts. Averaged across 3 providers, it costs $0.06 per 1M input tokens and $0.17 per 1M output tokens.

Question 3

Which providers serve Ling 3.0 Flash Fin on Respan?

Accepted Answer

3 providers serve Ling 3.0 Flash Fin: OpenRouter, DeepInfra, and Novita.

Question 4

What is Ling 3.0 Flash Fin's context window?

Accepted Answer

Ling 3.0 Flash Fin accepts up to 262K tokens of context on its largest provider route.

Question 5

How do I use Ling 3.0 Flash Fin with the Respan gateway?

Accepted Answer

Point any OpenAI-compatible SDK at https://api.respan.ai/api/ with your Respan API key and set the model to "ling-3.0-flash-fin". To set it up with a coding agent, copy the agent setup prompt at the top of this page.

Question 6

How fast is Ling 3.0 Flash Fin?

Accepted Answer

Over the last 30 days of requests through the Respan gateway, the fastest provider was OpenRouter at 84 tokens per second, and the lowest response latency was 0.7 seconds on OpenRouter. Speed varies with request size and provider.

Provider	Context	Input	Output
OpenRouter`openrouter/inclusionai/ling-3.0-flash-fin`	262K	$0.04/M	$0.12/M
DeepInfra`deepinfra/inclusionAI/Ling-3.0-flash-Fin`	262K	$0.06/M	$0.18/M
NovitaSave 10%`novita/inclusionai/ling-3.0-flash-fin`	262K	$0.07/M	$0.20/M

Ling 3.0 Flash Fin

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Pricing

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Throughput and latency

Output speed

Response latency

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Ling 3.0 Flash Fin FAQ

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