Best AI models for automation.

Prices checked

For automation, DeepSeek V4.1 Flash 1017 is the best measured match of 42 models with published results, from $0.13 per M tokens at ZenMux, checked .

RankNamePrice per M tokensLinks
1

ZenMux · Capability 81 · 1M context · 105 providers

$0.13/M tokens
2

Qwen3.8 27B

Lowest cost

NanoGPT · Capability 75 · 1M context · 76 providers

$0.12/M tokens
3

Claude Fable 5.1

Amazon Bedrock · Capability 83 · 1M context · 42 providers

$20/M tokens
4

Muse Spark 1.3

NanoGPT · Capability 82 · 1M context · 21 providers

$0.97/M tokens
5

Claude Fable 5

Amazon Bedrock · Capability 83 · 1M context · 50 providers

$20/M tokens
6

GPT-6 Astra

Jiekou · Capability 82 · 1.1M context · 44 providers

$19/M tokens
7

Qwen3.8 Max

Eden AI · Capability 79 · 1M context · 45 providers

$1.95/M tokens
8

Kimi K3

Avian · Capability 79 · 1M context · 97 providers

$5.10/M tokens
9

GPT-5.6 Sol

Azure AI Foundry · Capability 81 · 1.1M context · 52 providers

$8/M tokens
10

Gemini 3.7 Flash

DeepInfra · Capability 79 · 1M context · 40 providers

$1.50/M tokens

How hard is the task?

Rank again for a quicker or a harder version of it.

How we count

An automated workflow asks a model to choose a next step, call a tool and respond to what comes back. This shortlist includes models with confirmed tool support and emphasizes instruction following, agentic coding and reasoning. The surrounding workflow determines which actions are available.

The list weighs the published results that matter for automation and keeps the models close enough to the best one for a balanced task. Price picks the provider after that; it never lifts a weaker model into the list. 325 available models were considered and 42 have comparable evidence.

Each price is the cheapest provider read in the last three days, per M tokens, blended 3 in : 1 out.

This ranking is a weighted capability proxy, not a measured workflow completion rate. Tool support alone does not establish reliable planning or compatibility with your application.

The ranking uses the same Balanced settings as the Ask page. The Capability methodology has the sources, the exact identity rules, the task weights and the difficulty ranges.

Best match
The strongest published results for this task at a balanced difficulty.
Best value
The cheapest model within five points of the best match.
Lowest cost
The cheapest model in the range this page lists.

Other tasks