[Voyage AI](/ai-gateway/models/labs/voyage) # Voyage Finance 2 Voyage Finance 2 is Voyage AI's finance-specialized embedding model with a context window of 0 tokens. It achieves 0.831 average NDCG@10 across 11 financial retrieval datasets, outperforming OpenAI text-embedding-3-large by 7% and Cohere Embed v3 by 12%. Your use is subject to Voyage AI's [Terms](https://www.voyageai.com/tos) & [Privacy](https://www.voyageai.com/privacy) Policies. [Use with AI Gateway](https://vercel.com/d?to=%2F%5Bteam%5D%2F%7E%2Fai%3Futm_source%3Dgateway-model-page%26utm_campaign%3Dai-gateway-models&title=Get+Started+with+Vercel+AI+Gateway) [View docs](https://vercel.com/docs/ai-gateway) ``` 1import { embed } from 'ai'; 2 3const result = await embed({ 4 model: 'voyage/voyage-finance-2', 5 value: 'Sunny day at the beach', 6}) ``` [Read docs](https://vercel.com/docs/ai-gateway/sdks-and-apis/ai-sdk) [Overview](/ai-gateway/models/voyage-finance-2) [About](/ai-gateway/models/voyage-finance-2/about) [Providers](/ai-gateway/models/voyage-finance-2/providers) [Similar](/ai-gateway/models/voyage-finance-2/similar) [FAQ](/ai-gateway/models/voyage-finance-2/faq) ## [Copy link to heading](#providers)Providers Route requests across multiple providers. Copy a provider slug to set your preference. Visit the [docs](/docs/ai-gateway/provider-options) for more info. Using a provider means you agree to their terms, listed under Legal. | Provider | | --- | | Context | Input | Capabilities | ZDR | No Training | Free Tier | Release Date | | | --- | --- | --- | --- | --- | --- | --- | --- | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) [Voyage AI](/ai-gateway/models/providers/voyage) Legal:[Terms](https://www.voyageai.com/tos)•[Privacy](https://www.voyageai.com/privacy) | | $0.12/M | | | | | 06/03/2024 | | | --- | --- | --- | --- | --- | --- | --- | --- | --- | ## [Copy link to heading](#more-models-by-voyage-ai)More models by Voyage AI All Embed Rerank | Model | | --- | | Context | Latency | Throughput | Input | Output | Cache | Web Search | Capabilities | Providers | ZDR | No Training | Free Tier | Release Date | | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) [voyage/voyage\-4-large](/ai-gateway/models/voyage-4-large) | 32K | | | $0.12/M | | | — | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) | | | | 01/15/2026 | | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) [voyage/voyage-4](/ai-gateway/models/voyage-4) | 32K | | | $0.06/M | | | — | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) | | | | 01/15/2026 | | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) [voyage/rerank-2.5](/ai-gateway/models/rerank-2.5) | 32K | | | $0.05/M | | | — | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) | | | | 08/11/2025 | | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) [voyage/rerank-2.5-lite](/ai-gateway/models/rerank-2.5-lite) | 32K | | | $0.02/M | | | — | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) | | | | 08/11/2025 | | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) [voyage/voyage-3.5-lite](/ai-gateway/models/voyage-3.5-lite) | | | | $0.02/M | | | — | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) | | | | 05/20/2025 | | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) [voyage/voyage-code-3](/ai-gateway/models/voyage-code-3) | | | | $0.18/M | | | — | | ![voyage logo](/vc-ap-vercel-marketing/_next/image?url=https%3A%2F%2F7nyt0uhk7sse4zvn.public.blob.vercel-storage.com%2Fdocs-assets%2Fstatic%2Fdocs%2Fai-gateway%2Flogos%2Fvoyage.png&w=48&q=75) | | | | 12/04/2024 | | ## [Copy link to heading](#about-voyage-finance-2)About Voyage Finance 2 Voyage Finance 2 is Voyage AI's finance-specialized embedding model, released June 3, 2024. It features a context window of 0 tokens and targets retrieval across financial documents including corporate event summaries, public company filings, 10-K reports, tabular financial data, personal finance content, and documents requiring numerical reasoning. Across 11 financial retrieval datasets, Voyage Finance 2 achieves an average NDCG@10 of 0.831, outperforming OpenAI text-embedding-3-large by 7% and Cohere Embed v3 English by 12%. It shows particular strength on TAT-QA (0.788), ConvFinQA (0.820), and FinQA (0.795), which test retrieval over hybrid tabular and textual financial data requiring numerical understanding. Voyage AI built Voyage Finance 2 for expertise-intensive domains where general-purpose embedding models underperform due to specialized terminology, document structures, and reasoning patterns unique to finance. The context window of 0 tokens handles lengthy financial filings and reports without truncation. That matters for 10-K documents and multi-page research reports where key information appears deep in the text. ## [Copy link to heading](#what-to-consider-when-choosing-a-provider)What To Consider When Choosing a Provider - Configuration: Voyage Finance 2 provides the largest accuracy gains on financial documents with hybrid tabular and textual content requiring numerical reasoning. If your financial data is primarily plain text without tables or numerical queries, a general-purpose model may perform comparably. - Configuration: The context window of 0 tokens handles lengthy 10-K filings, research reports, and multi-page financial documents without truncation. This matters most for financial retrieval where key disclosures often appear late in long documents. - Configuration: Voyage AI's voyage-3-large now outperforms domain-specific models on financial tasks. For new deployments with mixed financial and non-financial content, evaluate voyage-3-large or voyage-3.5 as simpler alternatives. - Zero Data Retention: Zero Data Retention is offered on a per-provider and model basis. See the [documentation](https://vercel.com/docs/ai-gateway/security-and-compliance/zdr) for details. - Authentication: AI Gateway authenticates requests using an [API key](https://vercel.com/docs/ai-gateway/authentication-and-byok#api-key-authentication) or [OIDC token](https://vercel.com/docs/ai-gateway/authentication-and-byok#oidc-token-authentication). You do not need to manage provider credentials directly. ## [Copy link to heading](#when-to-use-voyage-finance-2)When to Use Voyage Finance 2 ### Best for - Financial document search: 10-K filings, earnings reports, and SEC submissions where domain-specific terminology matters - RAG pipelines for financial analysis: Retrieval of relevant tables, figures, and text from company filings - Hybrid tabular-textual retrieval: Queries involve numerical reasoning over financial data alongside narrative content - Compliance and regulatory workflows: Search across financial regulations, guidance documents, and enforcement actions - Investment research: Pipelines that retrieve and rank relevant financial information from large document corpora ### Consider alternatives when - Your content spans multiple domains beyond finance: Voyage-3.5 or voyage-3-large provides cross-domain retrieval that includes finance - You want Matryoshka dimensionality and quantization: Voyage-3.5 offers these features while covering finance - Your financial data is primarily plain text without tables or numerical queries: A general-purpose model may perform comparably - You need code retrieval alongside financial data: Consider pairing with voyage-code-3 or using a general-purpose model ## [Copy link to heading](#conclusion)Conclusion Voyage Finance 2 delivers measurable accuracy gains for financial document retrieval, particularly on hybrid tabular-textual datasets requiring numerical reasoning. Its context window of 0 tokens handles the lengthy documents common in finance without truncation. For pure financial retrieval workloads, it remains a specialized option. Access it through AI Gateway for unified provider management and usage tracking.