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codestral-embed

vercel_ai_gateway · chat model

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

Input
$0.1500 / 1M tokens
Output
N/A
Cached input
N/A
Context
0

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
$0.1500 / 1M tokens
Embedding
$0.1500 / 1M tokens

Token limits

Context window
0
Max input tokens
0
Max output tokens
0
Max tokens
0

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
Codestral 25.01 overview table 81.1% HumanEval Base model: Codestral (Codestral-2405) 2026-05-31 Link
Codestral 25.01 overview table 78.2% MBPP Base model: Codestral (Codestral-2405) 2026-05-31 Link
Codestral 25.01 overview table 51.3% CruxEval Base model: Codestral (Codestral-2405) 2026-05-31 Link
Codestral 25.01 overview table 31.5% LiveCodeBench Base model: Codestral (Codestral-2405) 2026-05-31 Link
Codestral 25.01 overview table 34.0% RepoBench Base model: Codestral (Codestral-2405) 2026-05-31 Link
Codestral 25.01 overview table 63.5% Spider Base model: Codestral (Codestral-2405) 2026-05-31 Link
Codestral 25.01 overview table 50.5% CanItEdit Base model: Codestral (Codestral-2405) 2026-05-31 Link
Codestral 25.01 overview table 65.6% HumanEval (average) Base model: Codestral (Codestral-2405) 2026-05-31 Link
Codestral 25.01 overview table 82.1% HumanEvalFIM (average) Base model: Codestral (Codestral-2405) 2026-05-31 Link
Aider Polyglot 11.1% percent correct Base model: Codestral (Codestral 25.01) 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
codestral-embed
vercel_ai_gateway
In $0.1500 / 1M tokens
Out N/A
text
Output: embedding
No public capabilities
0
Current model
Reference row

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

Model Cost Input shape Features Context Why it is close
mistral-embed
vercel_ai_gateway
In $0.1000 / 1M tokens
Out N/A
text
Output: embedding
Low overlap
0
Same provider
Overall 46%
titan-embed-text-v2
vercel_ai_gateway
In $0.0200 / 1M tokens
Out N/A
text
Output: embedding
Low overlap
0
Same provider
Overall 41%
mistral-nemo
azure_ai
In $0.1500 / 1M tokens
Out $0.1500 / 1M tokens
text
Output: text
Low overlap
4.1K
Text covered
Overall 33%
meta.llama3-2-3b-instruct-v1:0
Bedrock
In $0.1500 / 1M tokens
Out $0.1500 / 1M tokens
text
Output: text
Low overlap
4.1K
Text covered
Overall 33%
us.meta.llama3-2-3b-instruct-v1:0
Bedrock
In $0.1500 / 1M tokens
Out $0.1500 / 1M tokens
text
Output: text
Low overlap
4.1K
Text covered
Overall 33%
llama-3.2-3b
vercel_ai_gateway
In $0.1500 / 1M tokens
Out $0.1500 / 1M tokens
text
Output: text
Low overlap
8.2K
Same provider
Overall 33%
mistral.mistral-7b-instruct-v0:2
Bedrock
In $0.1500 / 1M tokens
Out $0.2000 / 1M tokens
text
Output: text
Low overlap
8.2K
Text covered
Overall 33%
gpt-oss-120b
azure_ai
In $0.1500 / 1M tokens
Out $0.6000 / 1M tokens
text
Output: text
Low overlap
131.1K
Text covered
Overall 33%
Phi-3-small-128k-instruct
azure_ai
In $0.1500 / 1M tokens
Out $0.6000 / 1M tokens
text
Output: text
Low overlap
4.1K
Text covered
Overall 33%
Phi-3-small-8k-instruct
azure_ai
In $0.1500 / 1M tokens
Out $0.6000 / 1M tokens
text
Output: text
Low overlap
4.1K
Text covered
Overall 33%
command-r
vercel_ai_gateway
In $0.1500 / 1M tokens
Out $0.6000 / 1M tokens
text
Output: text
Low overlap
4.1K
Same provider
Overall 33%
embed-v4.0
vercel_ai_gateway
In $0.1200 / 1M tokens
Out N/A
text imagepdf
Output: embedding
Low overlap
0
Same provider
Overall 31%
gemma-2-9b
vercel_ai_gateway
In $0.2000 / 1M tokens
Out $0.2000 / 1M tokens
text
Output: text
Low overlap
8.2K
Same provider
Overall 31%
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
Text covered
Overall 31%
baichuan-m2-32b
novita
In $0.0700 / 1M tokens
Out $0.0700 / 1M tokens
text
Output: text
Low overlap
131.1K
Text covered
Overall 28%
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
Text covered
Overall 25%
ai21.j2-mid-v1
Bedrock
In $12.5000 / 1M tokens
Out $12.5000 / 1M tokens
text
Output: text
Low overlap
8.2K
Text covered
Overall 24%
ai21.j2-ultra-v1
Bedrock
In $18.8000 / 1M tokens
Out $18.8000 / 1M tokens
text
Output: text
Low overlap
8.2K
Text covered
Overall 24%
gpt-4o-mini
Azure
In $0.1500 / 1M tokens
Out $0.6000 / 1M tokens
text image
Output: text
Low overlap
16.4K
Text covered
Overall 21%
model_router
azure_ai
In $0.1400 / 1M tokens
Out N/A
text image
Output: text
Low overlap
N/A
Text covered
Overall 20%
command-r7b-12-2024
cohere_chat
In $0.1500 / 1M tokens
Out $0.0375 / 1M tokens
text
Output: unknown
Low overlap
4.1K
Partial I/O overlap
Overall 9%
Missing text
DeepSeek-R1-Distill-Qwen-14B
nscale
In $0.0700 / 1M tokens
Out $0.0700 / 1M tokens
text
Output: unknown
Low overlap
N/A
Partial I/O overlap
Overall 4%
Missing text