AI model comparison

DeepSeek V4.1 Flash 1017 vs Ling 3.1 Flash

Pricing, context window, benchmarks, and features compared side by side. Or skip the guesswork and send one prompt to both.

DeepSeek V4.1 Flash 1017 is the October 17, 2026 snapshot of DeepSeek V4.1 Flash, served by DeepSeek under the `deepseek-flash` API model name.

Input / 1M
$0.15
Output / 1M
$0.60
Context
1.05M

Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

Input / 1M
$0.08
Output / 1M
$0.22
Context
262K

Comparing image generators? Compare image models

At a glance

Quick verdict

How the two models stack up on the things people ask about most.

Lower price

inclusionai logo

Ling 3.1 Flash

2.3x cheaper for a typical chat

Higher intelligence score

inclusionai logo

Ling 3.1 Flash

41.1 vs 39.5 on Artificial Analysis

Larger context window

deepseek logo

DeepSeek V4.1 Flash 1017

1.05M vs 262K tokens

Newer release

deepseek logo

DeepSeek V4.1 Flash 1017

Released October 17, 2026

Benchmarks

Benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

deepseek logoDeepSeek V4.1 Flash 101739.5
inclusionai logoLing 3.1 Flash41.1

Coding index

deepseek logoDeepSeek V4.1 Flash 1017Not available
inclusionai logoLing 3.1 FlashNot available

Agentic index

deepseek logoDeepSeek V4.1 Flash 1017Not available
inclusionai logoLing 3.1 FlashNot available

Pricing

DeepSeek V4.1 Flash 1017 vs Ling 3.1 Flash API pricing

Per-token API rates. Cheaper option highlighted.

Metricdeepseek logoDeepSeek V4.1 Flash 1017inclusionai logoLing 3.1 Flash
Input tokensPer 1M tokens$0.15$0.08
Output tokensPer 1M tokens$0.60$0.22
Cached input (read)Per 1M tokens$0.00$0.02
Cache writePer 1M tokensNot availableNot available

What it costs in practice

Estimated cost per 1,000 requests at standard rates. Coding and long-document figures also show the cost when the input is already cached.

Chat message

2K in, 500 out

deepseek logoDeepSeek V4.1 Flash 1017$0.60
inclusionai logoLing 3.1 Flash$0.26

Coding task

30K in, 4K out

deepseek logoDeepSeek V4.1 Flash 1017$6.90$2.49 cached
inclusionai logoLing 3.1 Flash$3.15$1.35 cached

Long document summary

150K in, 2K out

deepseek logoDeepSeek V4.1 Flash 1017$23.70$1.65 cached
inclusionai logoLing 3.1 Flash$11.70$2.70 cached

Specs

Context window and capabilities

How much each model can read, how much it can write, and what it accepts as input.

Metricdeepseek logoDeepSeek V4.1 Flash 1017inclusionai logoLing 3.1 Flash
Context window1.05M tokens262K tokens
Max output393K tokens236K tokens
Input typesImage, TextText
Output typesTextText
Reasoning effort levelsMax, High, Low, NoneNot available
Default reasoning effortHighNot available
Release dateOctober 17, 2026October 2, 2026

Features

Supported features

API features available for each model.

Metricdeepseek logoDeepSeek V4.1 Flash 1017inclusionai logoLing 3.1 Flash
Tool callingSupportedSupported
Structured outputsNot supportedSupported
JSON modeSupportedSupported
ReasoningSupportedSupported
TemperatureSupportedSupported
Stop sequencesSupportedSupported
Deterministic seedNot supportedSupported
Verbosity controlNot supportedNot supported

Our take

Ling 3.1 Flash is 2.3x cheaper for a typical chat. Ling 3.1 Flash scores higher on the Artificial Analysis Intelligence Index (41.1 vs 39.5). DeepSeek V4.1 Flash 1017 has the larger context window (1.05M vs 262K tokens). The right pick depends on your workload, so the quickest way to settle it is to send the same prompt to both and compare.

FAQ

Frequently asked questions

Is DeepSeek V4.1 Flash 1017 or Ling 3.1 Flash cheaper?

Ling 3.1 Flash is cheaper for a typical chat (2K input tokens and 500 output tokens). Ling 3.1 Flash costs $0.08 per 1M input tokens and $0.22 per 1M output tokens, while DeepSeek V4.1 Flash 1017 costs $0.15 per 1M input tokens and $0.60 per 1M output tokens.

Which has a bigger context window, DeepSeek V4.1 Flash 1017 or Ling 3.1 Flash?

DeepSeek V4.1 Flash 1017 supports up to 1.05M tokens of context, compared with 262K for Ling 3.1 Flash.

Is DeepSeek V4.1 Flash 1017 smarter than Ling 3.1 Flash?

On the Artificial Analysis Intelligence Index, DeepSeek V4.1 Flash 1017 scores 39.5 and Ling 3.1 Flash scores 41.1, putting Ling 3.1 Flash ahead. Benchmarks don't capture everything, so the best test is running your own prompts through both.

Can I use DeepSeek V4.1 Flash 1017 and Ling 3.1 Flash at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see DeepSeek V4.1 Flash 1017 and Ling 3.1 Flash answer side by side and keep the better response.

deepseek logoinclusionai logo

Why choose? Ask both.

Send one prompt to DeepSeek V4.1 Flash 1017 and Ling 3.1 Flash at the same time. Compare the answers side by side and keep the best one.