Ant GroupLanguage modelActive

Ling-3.2-flash

Summary

Ant Group released Ling-3.2-flash on November 5, 2026. Its model page lists text, image, and video input and a context window of up to 1 million tokens. It specifies 560 billion total parameters, with 25 billion activated.

The provider lists API access through OpenAI- and Anthropic-compatible protocols, plus a chat interface. The launch announcement offered free API use for the first two weeks after release and did not specify a regular price.

Similar models

More models of the same kind as Ling-3.2-flash, chosen by model line, developer, size, price and release date.

All specifications

Input and output

Context window: Up to 1 million tokens, shared between input and output.; Source: Context window
Inputs: Native input for text, images, and video.; Source: Inputs
Outputs: Text.; Source: Outputs

Watermarking and provenance

AI watermarking refers to invisible signals embedded in the output. Visible marks and provenance metadata are listed separately. Unknown means there is insufficient evidence for that particular field.

AI watermarking: Unknown; no source
Watermarking technique: Not known; no source

Licence and access

Access: Available for API calls through OpenAI- and Anthropic-compatible protocols and online through the chat interface.; Source: Access
Shutdown: None announced; no source

API

Model ID: Ling-3.2-flash; Source: Model ID

Further details

Parameters: 560 billion total parameters, 25 billion activated.; Source: Parameters

Prices

API launch promotion: The pricing page offers free API use for the first two weeks after launch. Its table does not yet list a regular rate for this model.Source

Frequently asked questions about Ling-3.2-flash

How large is the context window of Ling-3.2-flash?

1 M tokens. That is how much text Ling-3.2-flash reads at once, about 1,500 A4 pages.

Page count as a rule of thumb from Artificial Analysis

Context windowTokens the model reads at once · higher is better

Ling-3.2-flashRank 31 of 1031M

Claude Opus 5.51M

Gemini 4 Carbon1M

Claude Fable 5.11M

Claude Sonnet 5.51M

Muse Wonder Full1M

Claude Opus 51M

Sources and data date

Type	Evidence and data date
Input	Documented modalities. Retrieved November 8, 2026. Source: Ant Ling model documentation · Ant Ling model documentation (retrieved November 8, 2026) · Ant Ling model documentation · Editorial description reviewed November 8, 2026
Output	Documented modalities. Retrieved November 8, 2026. Source: Ant Ling Anthropic Compatible API · Ant Ling Anthropic Compatible API (retrieved November 8, 2026)
Additional source	Ant Ling changelog (retrieved November 8, 2026) · Ant Ling changelog · Editorial description reviewed November 8, 2026
Additional source	Ant Ling pricing (retrieved November 8, 2026)
Additional source	Ant Ling FAQ (retrieved November 8, 2026)