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Ling 3.0 Flash Fin

by InclusionaiReleased 27 August 2026

The finance-focused variant of InclusionAI's Ling 3.0 Flash, trained for real investment workflows with complex multi-step tasks and long-horizon planning, while keeping its general reasoning, coding and maths

TakesText
GivesText

Reads about 260 pages · writes up to 32 pages

Parameters you can send

Standard OpenAI fields, grouped by what they control. Anything not listed is accepted and ignored.

Shaping the reply

How long, how varied, where to stop.

max_tokenstemperaturetop_ptop_kstopseedfrequency_penaltypresence_penaltyrepetition_penaltylogprobstop_logprobs

Reasoning

Let it think before answering — and see the thinking.

reasoninginclude_reasoning

Tools

Let the model call your functions.

toolstool_choice

Questions about Ling 3.0 Flash Fin

  • Is Ling 3.0 Flash Fin still on sale?

    No. Inclusionai has retired it. Other Inclusionai models are on sale.

  • What is Ling 3.0 Flash Fin best for?

    The finance-focused variant of InclusionAI's Ling 3.0 Flash, trained for real investment workflows with complex multi-step tasks and long-horizon planning, while keeping its general reasoning, coding and maths.

  • Does Ling 3.0 Flash Fin work in Arabic, French or Darja?

    Inclusionai names no languages for Ling 3.0 Flash Fin. Arabic, French and Darja: not stated.

  • Can it read PDFs, images or a whole book?

    It reads text. Up to 262K tokens in one request, about 260 pages. It writes up to 25 000 words at once.

  • Is Ling 3.0 Flash Fin open source?

    Yes, its weights are public.

  • Who makes Ling 3.0 Flash Fin, and when was it released?

    Inclusionai. Released 27 August 2026.

Other Inclusionai models, priced in dinars

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Ling 3.0 FlashInclusionai · Jul 23, 2026

Ling 3.0 Flash is a text model from inclusionAI, built to finish automated tasks using less text, which keeps cost and waiting down. You send up to about 262 pages of text, with tools if you wish, and get text back. Use it for high-volume automated tasks where the amount of text used and speed set your limits.

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≈0,017 DAper message
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Ling 3.1 FlashInclusionai · Oct 2, 2026

Ling 3.1 Flash is a text model from inclusionAI that mixes quick answers with thinking first. It reads up to about 262 pages at once, can write up to about 236 pages in a single reply, and can use tools or fill in an exact form you give it. Pick it when one request needs a very long answer.

Thinks firstUses your tools1 000 pages at once
≈0,037 DAper message
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Ling 3.0 Flash VLInclusionai · Sep 10, 2026

Ling 3.0 Flash VL reads text, pictures and video and answers in text, so you can send a screenshot, a photo or a clip along with your question. It can switch between an instant answer and thinking first, and it can use tools, which suits automated helpers that must act on what is on a screen. It reads about 131 pages at once.

Thinks firstUses your tools130 pages at once
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Ling 3.0 TinyInclusionai · Nov 5, 2026

This model processes text input up to 260 pages and produces text output up to 250 pages. It is best suited for complex instruction following and managing multi-turn conversations for automated workflows. A key feature is its ability to act as a responsive agent and utilize provided tools. However, it does not have the capability to search the web or access external information.

Thinks firstUses your tools260 pages at once
≈0,012 DAper message
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