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DeepSeek-V3.1

wandb · chat model

DeepSeek-V3.1 is listed here as a chat model from wandb. This page shows simple API pricing, token limits, and capability flags so you can compare it with similar options.

Input
$55000.0000 / 1M tokens
Output
$165000.0000 / 1M tokens
Cached input
N/A
Context
128.0K

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
$55000.0000 / 1M tokens
Output
$165000.0000 / 1M tokens
Embedding
$55000.0000 / 1M tokens

Token limits

Context window
128.0K
Max input tokens
128.0K
Max output tokens
128.0K
Max tokens
128.0K

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

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
wandb
In $55000.0000 / 1M tokens
Out $165000.0000 / 1M tokens
Output: unknown
No public capabilities
128.0K
Current model
Reference row

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

Model Cost Input shape Features Context Why it is close
GLM-4.5
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In $55000.0000 / 1M tokens
Out $200000.0000 / 1M tokens
Output: unknown
Low overlap
131.1K
Same provider
Overall 33%
Llama-3.3-70B-Instruct
wandb
In $71000.0000 / 1M tokens
Out $71000.0000 / 1M tokens
Output: unknown
Low overlap
128.0K
Same provider
Overall 27%
DeepSeek-V3-0324
wandb
In $114000.0000 / 1M tokens
Out $275000.0000 / 1M tokens
Output: unknown
Low overlap
161.0K
Same provider
Overall 23%
Qwen3-Coder-480B-A35B-Instruct
wandb
In $100000.0000 / 1M tokens
Out $150000.0000 / 1M tokens
Output: unknown
Low overlap
262.1K
Same provider
Overall 22%
gpt-oss-120b
wandb
In $15000.0000 / 1M tokens
Out $60000.0000 / 1M tokens
Output: unknown
Low overlap
131.1K
Same provider
Overall 21%
Llama-3.1-8B-Instruct
wandb
In $22000.0000 / 1M tokens
Out $22000.0000 / 1M tokens
Output: unknown
Low overlap
128.0K
Same provider
Overall 20%
DeepSeek-R1-0528
wandb
In $135000.0000 / 1M tokens
Out $540000.0000 / 1M tokens
Output: unknown
Low overlap
161.0K
Same provider
Overall 19%
Llama-4-Scout-17B-16E-Instruct
wandb
In $17000.0000 / 1M tokens
Out $66000.0000 / 1M tokens
Output: unknown
Low overlap
64.0K
Same provider
Overall 15%
ai21.jamba-1-5-large-v1:0
Bedrock
In $2.0000 / 1M tokens
Out $8.0000 / 1M tokens
text
Output: text
Low overlap
256.0K
Partial I/O overlap
Overall 8%
ai21.jamba-1-5-mini-v1:0
Bedrock
In $0.2000 / 1M tokens
Out $0.4000 / 1M tokens
text
Output: text
Low overlap
256.0K
Partial I/O overlap
Overall 8%
ai21.j2-ultra-v1
Bedrock
In $18.8000 / 1M tokens
Out $18.8000 / 1M tokens
text
Output: text
Low overlap
8.2K
Partial I/O overlap
Overall 1%
ai21.j2-mid-v1
Bedrock
In $12.5000 / 1M tokens
Out $12.5000 / 1M tokens
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Output: text
Low overlap
8.2K
Partial I/O overlap
Overall 1%
us.writer.palmyra-x4-v1:0
bedrock_converse
In $2.5000 / 1M tokens
Out $10.0000 / 1M tokens
pdftext
Output: text
Low overlap
8.2K
Partial I/O overlap
Overall 1%
ai21.jamba-instruct-v1:0
Bedrock
In $0.5000 / 1M tokens
Out $0.7000 / 1M tokens
text
Output: text
Low overlap
4.1K
Partial I/O overlap
Overall 0%