Ling 3.1 Flash 1019

Name: Ling 3.1 Flash 1019
Author: InclusionAI

InclusionAI Released October 2026

Visit InclusionAI Full benchmarks

#48 smartest of 89 Updated Oct 31, 2026, 06:59 PM UTC

At a glance

How Ling 3.1 Flash 1019 compares with the other 88 ranked language models.

Middle of the pack. Ranked #48 of 89 on the overall intelligence score, ahead of 47% of models.
Answers right away. You wait about 0.00 sec before the answer starts.
Cheap to use. $0.45 per million tokens, cheaper than 80% of models.

Model details

Made by: InclusionAI
Model family: Ling 3.1 Flash 1019
Released: October 2026 · 10 days ago
Input price: $0.30 / 1M tokens
Output price: $0.90 / 1M tokens
Value for money: #13 of 84
Tests with scores: 4 of 8

Good for

Writing and fixing codeAmong the best on the coding tests
Large volumes on a budgetOnly $0.45 per million tokens

Not ideal for

Long answers in real timeSlower than 90% of models

Intelligence

overall score

#48 of 89typical 30

Coding

–

coding score

typical –

Speed

tokens per second

#80 of 89typical 91

Wait

0.00 sec

before it replies

typical 16s

Price

$0.45

per 1M tokens

#18 of 84typical $2.00

Test results

Scores on individual tests that make up the intelligence score. The faint line marks the best score of any model.

Humanity's Last Exam
Very hard expert questions across many subjects
44%#37 of 86typical 42%
SciCode
Writing code to solve science research problems
57%#22 of 86typical 53%
Long documents
Finding and reasoning over facts in very long texts
82%#25 of 87typical 80%
Terminal-Bench
Doing real tasks on a computer by itself, like an agent
33%#37 of 89typical 31%

Where it ranks on intelligence

This model next to the models closest to it. Click another bar to open that model.

What would it cost?

Through the API, at the listed price. Chat apps usually charge a monthly plan instead.

1,000 chat replies
a question and a ~350-word answer, 1,000 times
$0.75
Summarise a 100-page report
about 50,000 words in, a one-page summary out
$0.02
Write a 2,000-word article
a short brief in, a long article out
$0.003

Input, per 1M tokens

$0.30

Output, per 1M tokens

$0.90

How long do answers take?

Median times measured through the API.

Before the answer starts0.00 sec

Writing speed–

A full 500-word answer–

1 token is about ¾ of a word. Speeds change with server load, so treat these as typical, not guaranteed.

Similar models

Other companies' models with the closest intelligence score.

Questions people ask

Is Ling 3.1 Flash 1019 a good AI model?

On the overall intelligence score it ranks #48 of 89 (score 30; the typical model scores 30). It stands out for writing and fixing code, large volumes on a budget.

How much does Ling 3.1 Flash 1019 cost?

Through the API it costs $0.30 per million input tokens and $0.90 per million output tokens. In everyday terms, 1,000 chat replies cost about $0.75. Chat apps that use it usually charge a monthly plan instead.

How fast is Ling 3.1 Flash 1019?

It writes about – words per second, and you wait about 0.00 sec before the answer starts. A full 500-word answer takes roughly –.

What are good alternatives to Ling 3.1 Flash 1019?

Models with a similar score include MiMo-V2.6-Pro by Xiaomi, MiniMax-M3.1-Flash by MiniMax, Gemini 3.8 Flash by Google. The cheapest of these is GPT-6 Luna at $0.20 per million tokens.

Benchmark data from Artificial Analysis, an independent benchmarking company. Rankings refresh every few hours.