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deepseek-v3.1

replicate · chat model

deepseek-v3.1 is listed here as a chat model from replicate. This page shows simple API pricing, token limits, and capability flags so you can compare it with similar options.

Input
$0.6720 / 1M tokens
Output
$2.0160 / 1M tokens
Cached input
N/A
Context
163.8K

Quick read

Best for

Use this page when you need a fast view of cost, context size, and supported features before testing the model in your own workload.

Things to verify

Always check the provider page for discounts, cache pricing, region rules, and any model limits that may not appear in public metadata.

Pricing

Item Price
Input
$0.6720 / 1M tokens
Output
$2.0160 / 1M tokens
Embedding
$0.6720 / 1M tokens

Token limits

Context window
163.8K
Max input tokens
163.8K
Max output tokens
163.8K
Max tokens
163.8K

Capabilities

Capability Supported
Vision
Function calling
Parallel function calling
Tool choice
Prompt caching
Reasoning
Response schema
System messages
Audio input
Audio output
Web search
PDF input
Video input

Benchmarks

Most benchmark rows are attached to the base model family rather than this provider route. Open benchmark explorer

Benchmark Score Metric Scope Checked Source
MMLU 88.5 EM Base model: DeepSeek-V3 (DeepSeek-V3) 2026-05-31 Link
GPQA Diamond 59.1 Pass@1 Base model: DeepSeek-V3 (DeepSeek-V3) 2026-05-31 Link
LiveCodeBench 37.6 Pass@1 Base model: DeepSeek-V3 (DeepSeek-V3) 2026-05-31 Link
AIME 2024 39.2 Pass@1 Base model: DeepSeek-V3 (DeepSeek-V3) 2026-05-31 Link
MATH-500 90.2 EM Base model: DeepSeek-V3 (DeepSeek-V3) 2026-05-31 Link
MMLU-Pro 84.8 EM Base model: DeepSeek-V3.1 (DeepSeek-V3.1-Thinking) 2026-05-31 Link
GPQA Diamond 80.1 pass@1 Base model: DeepSeek-V3.1 (DeepSeek-V3.1-Thinking) 2026-05-31 Link
Humanity's Last Exam 15.9 pass@1 Base model: DeepSeek-V3.1 (DeepSeek-V3.1-Thinking) 2026-05-31 Link
LiveCodeBench 74.8 pass@1 Base model: DeepSeek-V3.1 (DeepSeek-V3.1-Thinking) 2026-05-31 Link
Aider Polyglot 76.3 accuracy Base model: DeepSeek-V3.1 (DeepSeek-V3.1-Thinking) 2026-05-31 Link
SWE-bench Verified (Agent mode) 66.0 resolved Base model: DeepSeek-V3.1 (DeepSeek-V3.1-Thinking) 2026-05-31 Link
AIME 2025 88.4 pass@1 Base model: DeepSeek-V3.1 (DeepSeek-V3.1-Thinking) 2026-05-31 Link

Sources

Source links
Pricing data LiteLLM model cost map
Synced at 2026-05-28

Docs

Official docs

Similar models

This list is ranked by overall similarity. Use filters to emphasize the lens that matters most for the replacement you are making.

Comparing from
Model Cost Input shape Features Context Why it is close
deepseek-v3.1
replicate
In $0.6720 / 1M tokens
Out $2.0160 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
163.8K
Current model
Reference row

Overall blends cost, modality overlap, capabilities, and context.

Model Cost Input shape Features Context Why it is close
deepseek.v3.2
Bedrock
In $0.6200 / 1M tokens
Out $1.8500 / 1M tokens
text
Output: text
Function callingReasoning
163.8K
Text covered
Overall 86%
deepseek.v3.2
Bedrock
In $0.6200 / 1M tokens
Out $1.8500 / 1M tokens
text
Output: text
Function callingReasoning
163.8K
Text covered
Overall 86%
deepseek.v3.2
Bedrock
In $0.6200 / 1M tokens
Out $1.8500 / 1M tokens
text
Output: text
Function callingReasoning
163.8K
Text covered
Overall 86%
deepseek.v3.2
bedrock_converse
In $0.6200 / 1M tokens
Out $1.8500 / 1M tokens
text
Output: text
Function callingReasoning
163.8K
Text covered
Overall 86%
deepseek.v3.2
Bedrock
In $0.7400 / 1M tokens
Out $2.2200 / 1M tokens
text
Output: text
Function callingReasoning
163.8K
Text covered
Overall 86%
deepseek.v3.2
Bedrock
In $0.7400 / 1M tokens
Out $2.2200 / 1M tokens
text
Output: text
Function callingReasoning
163.8K
Text covered
Overall 86%
zai.glm-5
Bedrock
In $1.0000 / 1M tokens
Out $3.2000 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
128.0K
Text covered
Overall 83%
zai.glm-5
Bedrock
In $1.0000 / 1M tokens
Out $3.2000 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
128.0K
Text covered
Overall 83%
minimax.minimax-m2.5
Bedrock
In $0.4700 / 1M tokens
Out $1.8600 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
8.2K
Text covered
Overall 76%
Kimi-K2-Instruct
deepinfra
In $0.5000 / 1M tokens
Out $2.0000 / 1M tokens
text
Output: text
Function calling
131.1K
Text covered
Overall 76%
Kimi-K2-Instruct-0905
deepinfra
In $0.5000 / 1M tokens
Out $2.0000 / 1M tokens
text
Output: text
Function calling
262.1K
Text covered
Overall 73%
minimax.minimax-m2.5
Bedrock
In $0.3600 / 1M tokens
Out $1.4400 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
8.2K
Text covered
Overall 72%
minimax.minimax-m2.5
Bedrock
In $0.3600 / 1M tokens
Out $1.4400 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
8.2K
Text covered
Overall 72%
minimax.minimax-m2.5
Bedrock
In $0.3600 / 1M tokens
Out $1.4400 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
8.2K
Text covered
Overall 72%
minimax.minimax-m2.5
Bedrock
In $0.3600 / 1M tokens
Out $1.4400 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
8.2K
Text covered
Overall 72%
minimax.minimax-m2.5
Bedrock
In $0.3600 / 1M tokens
Out $1.4400 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
8.2K
Text covered
Overall 72%
minimax.minimax-m2.5
Bedrock
In $0.3090 / 1M tokens
Out $1.2360 / 1M tokens
text
Output: text
Function callingReasoningSystem messages
8.2K
Text covered
Overall 70%
deepseek-v3
replicate
In $1.4500 / 1M tokens
Out $1.4500 / 1M tokens
text
Output: text
Function callingSystem messages
8.2K
Same provider
Overall 69%
mistral.magistral-small-2509
bedrock_converse
In $0.5000 / 1M tokens
Out $1.5000 / 1M tokens
text image
Output: text
Function callingReasoningSystem messages
8.2K
Text covered
Overall 69%
o1-mini
replicate
In $1.1000 / 1M tokens
Out $4.4000 / 1M tokens
text
Output: text
ReasoningSystem messages
N/A
Same provider
Overall 67%
qwen3-235b-a22b-instruct-2507
replicate
In $0.2640 / 1M tokens
Out $1.0600 / 1M tokens
text
Output: text
Function callingSystem messages
N/A
Same provider
Overall 66%
gpt-oss-120b
replicate
In $0.1800 / 1M tokens
Out $0.7200 / 1M tokens
text
Output: text
Function callingSystem messages
N/A
Same provider
Overall 63%
deepseek-r1
replicate
In $3.7500 / 1M tokens
Out $10.0000 / 1M tokens
text
Output: text
ReasoningSystem messages
8.2K
Same provider
Overall 61%
gpt-oss-20b
replicate
In $0.0900 / 1M tokens
Out $0.3600 / 1M tokens
text
Output: text
Function callingSystem messages
N/A
Same provider
Overall 60%