text-embedding-004
Embedding
Current Vertex AI text embedding model. Default for Gemini-aligned RAG pipelines.
text-embedding-004 is a embedding AI model from Google. It costs $0.025 per million input tokens, with a 2,000-token context window.
INPUT
$0.025/M
per million input tokens
OUTPUT
—
per million output tokens
CONTEXT
2,000
tokens
Benchmarks
No published benchmark scores tracked for this model yet. Frontier and reasoning models from major providers have scores; smaller models and inference-host variants typically inherit the underlying open-weights score.
More from Google
See all 24 →Gemini 3.5 Pro
Frontier · 1,000,000 ctx
in $2.000/Mout $12.000/M
Gemini 3.6 Flash
Balanced · 1,050,000 ctx
in $1.500/Mout $7.500/M
Gemini 3.5 Flash
Balanced · 1,000,000 ctx
in $1.500/Mout $9.000/M
Gemini 3.1 Pro
Frontier · 1,000,000 ctx
in $2.000/Mout $12.000/M
Gemini 3 Pro
Frontier · 1,000,000 ctx
in $2.000/Mout $12.000/M
Gemini 3 Flash
Efficient · 1,000,000 ctx
in $0.500/Mout $3.000/M
Frequently asked questions
How much does text-embedding-004 cost?
text-embedding-004 costs $0.025 per million input tokens.
What is text-embedding-004's context window?
text-embedding-004 supports up to 2,000 tokens of context in a single request.
What is text-embedding-004 best for?
Current Vertex AI text embedding model. Default for Gemini-aligned RAG pipelines.
Who makes text-embedding-004?
text-embedding-004 is developed and served by Google.