Ling 3.1 Flash 1019
Ling 3.1 Flash 1019Alternatives?
CheaperStep 5 PreviewthinkingOpen+7%-31%$1.03web_search not available · Chat Completions+2
BetterMiMo v2.6 ProthinkingOpen+5%-91%$0.13Pass back reasoning_content+3
OpenKimi K3max+8%+34%$2.00Sampling parameters are fixed+3
CheaperClaude Opus 5.5medium+2%-10%$1.34No forced tool use+5
CheaperGPT-5.5high+2%-6%$1.40Prompts with >272K input tokensStep 5 PreviewthinkingOpen+7%-31%$1.03web_search not available · Chat Completions+2MiMo v2.6 ProthinkingOpen+5%-91%$0.13Pass back reasoning_content+3Claude Opus 5.5medium+2%-10%$1.34No forced tool use+5GPT-5.5high+2%-6%$1.40Prompts with >272K input tokensGPT-6.1 Sollow+2%-91%$0.13Remove unsupported parameters+5MiMo v2.6 ProthinkingOpen+5%-91%$0.13Pass back reasoning_content+3Step 5 PreviewthinkingOpen+7%-31%$1.03web_search not available · Chat Completions+2Claude Opus 5.5medium+2%-10%$1.34No forced tool use+5GPT-5.5high+2%-6%$1.40Prompts with >272K input tokensKimi K3maxOpen+8%+34%$2.00Sampling parameters are fixed+3Kimi K3maxOpen+8%+34%$2.00Sampling parameters are fixed+3Step 5 PreviewthinkingOpen+7%-31%$1.03web_search not available · Chat Completions+2MiMo v2.6 ProthinkingOpen+5%-91%$0.13Pass back reasoning_content+3
Muse Glimmer 30BhighOpen+1%-96%$0.058Context: 1M → 131KLing 3.1 FlashOpensame-32%$1.01Ling 3.1 FlashOpensame-32%$1.01Ling 3.0 Flash VLthinkingOpen-5%—$0.06 / $0.18Context: 1M → 262KLing 3.0 Flash FinthinkingOpen-11%—$0.06 / $0.18Context: 1M → 262KLing 3.0 FlashthinkingOpen-11%-98%$0.028Context: 1M → 262KRing 2.6 1TOpen-15%-81%$0.29Context: 1M → 128KLing 3.0 TinyOpen-27%——Context: 1M → 262KRing 1TOpen-34%—$0.57 / $2.29Context: 1M → 64KLing 2.6 1TOpen-49%——Context: 1M → 262KAll inclusionAI models →History
5 versionsBenchmarks
in Agents & Tool UseFAQ
How much does Ling 3.1 Flash 1019 cost?›
$0.30 per 1M input tokens and $0.90 per 1M output tokens; cached input $0.06 per 1M. A typical benchmark task costs about $1.49 at default effort.
Is Ling 3.1 Flash 1019 free to use?›
There is no free API; the cheapest paid price is $0.30 per 1M input tokens.
How good is Ling 3.1 Flash 1019, and what is it best at?›
#30 of 336 in Chat & Knowledge, #22 of 134 in Coding, #8 of 135 in Agents & Tool Use, #48 of 135 in Vision & Documents. Strongest at: Coding, Agents & work tasks, Reasoning, Long context, Knowledge.
Is Ling 3.1 Flash 1019 better than Claude Fable 5?›
On AA-LCR (long context) 1.1, Ling 3.1 Flash 1019 scores 82.3 vs 82.3 — about the same. It is 83% cheaper per task.
How can I use Ling 3.1 Flash 1019?›
Through the inclusionAI API.
What is the context window of Ling 3.1 Flash 1019?›
1M tokens.
When was Ling 3.1 Flash 1019 released? Is there a newer version?›
Released 2026-10-22. It is the current version in its line.
Is Ling 3.1 Flash 1019 open source?›
No, Ling 3.1 Flash 1019 is a closed model available through an API. The closest open-weights option here is Kimi K3.
Can Ling 3.1 Flash 1019 read images?›
No, it accepts text only.
What is Ling 3.1 Flash 1019?›
Ling 3.1 Flash 1019 is a closed language model from inclusionAI, released Oct 2026.
What are the best alternatives to Ling 3.1 Flash 1019?›
Step 5 Preview (cheaper), MiMo v2.6 Pro (better), Kimi K3 (open weights).