Primary use stated or inferred cautiously from official documentation.
G
GOOGLE / gemini-embedding-2-preview
Gemini Embedding 2
Embedding model that places text, images, video, audio, and PDFs in a shared vector space for search and multimodal RAG.
01 / SUMMARY
The essential
Maximum input capacity when published by the source.
Documented maximum generation limit.
Verified availability channels.
Primary functional family and verified specialties.
Declared terms for API access, model weights, or self-hosting.
02 / TECHNICAL SHEET
Limits and integration
| API ID | gemini-embedding-2-preview |
|---|---|
| Model type | Embeddings · Multimodal |
| Access model | Paid proprietary |
| License | Proprietary |
| Deployment | Hosted API |
| Release | 2026 |
| Knowledge cutoff | Not published |
| Entrance | Text · Image · Video · Audio · PDF |
| Exit | Vector |
| Context window | Multimodal input |
| maximum output | Vectors |
| Reasoning | Not applicable or not published |
| Published tools | |
| Structured Outings | Not applicable or not published |
| Batch processing | Not published |
| Prompt cache | Not published |
| Fine-tuning | Not published |
| Verified platforms | Gemini API |
Semantic search and multimodal retrieval across formats.
It is in preview; validate stability, dimensions, recall, and reindexing cost.
03 / CAPABILITIES
What it can do
Orientation
Semantic search and multimodal retrieval across formats.
Context
Multimodal input · Vectors
Tools and integration
Not published
Access
Gemini API
Input modalities
TextImageVideoAudioPDF
04 / PRICES
Documented cost
| Concept | Worth | Unit/condition |
|---|---|---|
| Standard input | Not published | Standard API rate |
| Cached input | Not published | Reading reused prefixes |
| Cache write or storage | Not published | The condition varies by provider |
| Standard output | Not published | May include reasoning tokens |
| Batch input | Not published | Asynchronous processing |
| Batch output | Not published | Asynchronous processing |
Consult the primary source: the billing unit depends on the model type and access channel.
i Prices change and may depend on level, region or context length. Check the source before making a decision.
05 / EVALUATIONS
How to read the results
“
A public benchmark provides guidance, but does not replace an evaluation with your data, tools, budget, and error tolerance.
| Benchmark | Result | Metric | Source |
|---|---|---|---|
| Evaluaciones Gemini Embedding 2 | Published | Multimodal retrieval | View source ↗ |
Inferama only highlights a “best result” when the metric, test set, configuration, and date allow for an equivalent comparison. The supplier's figures are presented as claims from its own source.
06 / VERSIONS
Chronology
Gemini Embedding 2
Version added to Inferama's verified catalog.
ANALYSIS
Related analysis
07 / SOURCES