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Voyage 4 lite

voyage-4-lite is a text embedding model in the Voyage 4 series, designed to approach the retrieval accuracy of voyage-3.5 while requiring significantly fewer parameters for reduced computational cost. It supports Matryoshka representation learning, enabling flexible embedding dimensions (2048, 1024, 512, or 256), and quantization-aware training for multiple output precision options: float (32-bit), int8, uint8, binary, and ubinary. The model supports a 32K token context window with optional input truncation. It shares an embedding space with voyage-4-large, voyage-4, and voyage-4-nano, enabling asymmetric retrieval where queries can be embedded with voyage-4-lite while documents are embedded with a larger model for better accuracy without re-vectorization. Available via the Voyage API, Azure AI Foundry, and MongoDB Atlas. Suited for semantic search, RAG pipelines, and high-volume retrieval use cases where latency and cost efficiency are priorities.
Text Gen 7
Released: January 15, 2026

Overview

Lightweight, general-purpose text embedding model optimized for low latency and cost. Supports a 32K token context window and flexible output dimensions (2048, 1024, 512, 256) via Matryoshka learning. Offers multiple quantization formats including float, int8, uint8, binary, and ubinary. Part of the Voyage 4 series with a shared embedding space across models.

Pricing

Compare Voyage 4 lite with other models listed in the same vendor pricing tiers and context lengths.

Tier

Standard

Model Input Cached input Output Unit
rerank 2.5 Voyage AI
$0.05 - $0 per 1M tokens
Rerank 2.5 lite Voyage AI
$0.02 - $0 per 1M tokens
Voyage 4 Voyage AI
$0.06 - $0 per 1M tokens
Voyage 4 large Voyage AI
$0.12 - $0 per 1M tokens
Voyage 4 lite This model Voyage AI
$0.02 - $0 per 1M tokens
Voyage code 2 Voyage AI
$0.12 - $0 per 1M tokens
Voyage code 3 Voyage AI
$0.18 - $0 per 1M tokens
Voyage context 3 Voyage AI
$0.18 - $0 per 1M tokens
Voyage finance 2 Voyage AI
$0.12 - $0 per 1M tokens
Voyage law 2 Voyage AI
$0.12 - $0 per 1M tokens
$0.12 - $0 per 1M tokens
$0.12 - $0 per 1M tokens
$0.12 - $0 per 1M tokens

About Voyage AI

Voyage AI provides best-in-class embedding models and rerankers for search and retrieval over unstructured data, used to power retrieval-augmented generation (RAG) and AI applications. It offers general-purpose, domain-specific (finance, legal, code) and company-specific fine-tuned models. Founded in 2023 and based in Palo Alto, the company was acquired by MongoDB, Inc. in February 2025 and now operates as a MongoDB subsidiary.

Industry: Artificial Intelligence
Location: Palo Alto, California, US
View Company Profile
Last updated: June 24, 2026
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