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  4. /text-embedding-3-large
OpenAI
Text Embedding 3 Large
$ 
The text-embedding-3-large model represents the pinnacle of semantic representation in the AI industry. With 3072 dimensions, text-embedding-3-large provides unparalleled nuance for vector search, recommendation engines, and RAG systems. Available via the high-speed GPTProto API, text-embedding-3-large allows developers to capture complex relationships in text data. Whether you are building a global search platform or a niche AI agent, text-embedding-3-large offers the stability and depth required for professional-grade deployments. GPTProto ensures that your text-embedding-3-large integration is cost-effective, reliable, and easy to scale without complex credit systems or hidden fees.

Modalities

Input: Text
Output: Text

—

/
Text Embedding 3 Large pricing

Chat, coding agents & document work. Priced per 1M tokens — input, cached input and output are billed separately. GPTProto is 30% below official rates.

Your usage

OpenAI · ≈ 100M tokens/mo (0M cached)

OpenRouter
List + 5.5% credit fee
$10.972
per month
Input (non-cached)$10.972
OpenAI
Direct from OpenAI (list price)
$10.4
per month
Input (non-cached)$10.4
BEST VALUE
GPTProto
30% off official
$7.28
per month
After discount$7.28
Effective$7.28
Monthly cost by source
OpenRouter
$10.972
OpenAI
$10.4
GPTProto
$7.28
Save $3.12 / month
on GPTProto vs OpenAI (−30%)
Annual savings ≈ $37.44 · pay as you go

GPTProto applies a per-model discount (10–30% off official) on top of bonus credits — every unit costs less than going direct.

Related Models
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Text Embedding 3 Large
Current
$ 
byOpenAI$0.091/M input
DeepSeek Flash
$ 
byDeepSeek$0.3/M input$1.2/M output
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$ 
byHunyuan1.05M context$0.7923/M input$2.376/M output
GPT 6 Astra
$ 
byOpenAI1.05M context$8/M input$40/M output
Gemini 3.8 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Claude Fable 5.1
$ 
byClaude1M context$9/M input$45/M output
Qwen3.8 Max 0902
$ 
byQwen1M context$1.8/M input$5.4/M output
GLM 5.3 Flash
$ 
byZ-AI1.31M context$0.15/M input$0.5/M output
DeepSeek v4 Flash Vision Exp
$ 
byDeepSeek1.05M context$0.3/M input$1.2/M output
GLM 5.3
$ 
byZ-AI1.31M context$1.26/M input$3.96/M output
Gemini 3.7 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Grok 4.6
$ 
byGrok500K context$1.2/M input$3.6/M output
Qwen3.8 Max
$ 
byQwen1M context$1.8/M input$5.4/M output
Claude Opus 5
$ 
byClaude1M context$4.5/M input$22.5/M output
Gemini 3.6 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Kimi K3
$ 
byMoonshotAI1.05M context$2.7/M input$13.5/M output
GPT 5.6 Luna
$ 
byOpenAI1.05M context$0.16/M input$0.96/M output
GPT 5.6 Terra
$ 
byOpenAI1.05M context$1.6/M input$9.6/M output
GPT 5.6 Sol
$ 
byOpenAI1.05M context$3.2/M input$16/M output
Grok 4.5
$ 
byGrok500K context$1.2/M input$3.6/M output
Claude Sonnet 5
$ 
byClaude1M context$1.8/M input$9/M output
Minimax M3
$ 
byMiniMax1.05M context$0.48/M input$0.96/M output
GLM 5.2
$ 
byZ-AI1.05M context$1.26/M input$3.96/M output
GPT 5.1 Chat Latest
$ 
byOpenAI$1/M input$8/M output
Qwen3.7 Max
$ 
byQwen1M context$0.36/M input$1.44/M output
DeepSeek v4 Flash
$ 
byDeepSeek1.05M context$0.3/M input$1.2/M output
Grok 4.3
$ 
byGrok1M context$0.75/M input$1.5/M output
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$ 
byOpenAI1.05M context$24/M input$144/M output
Kimi K2.6
$ 
byMoonshotAI262K context$0.855/M input$3.6/M output
Minimax M2.5
$ 
byMiniMax205K context$0.24/M input$0.96/M output
Kimi K2.5
$ 
byMoonshotAI262K context$0.54/M input$2.7/M output
Doubao Seed 1.6 Thinking (Build 250715)
$ 
byBytedance262K context$0.0971/M input$0.9714/M output
Doubao Seed 1.6 Thinking (Build 250615)
$ 
byBytedance262K context$0.0971/M input$0.9714/M output
Doubao Seed 1.6 Flash (Build 250615)
$ 
byBytedance262K context$0.0182/M input$0.1821/M output
ModelInput → Output
Text Embedding 3 LargeCurrent
$ 
—$0.09 / — per 1M—
Input: Text
Output: Text
DeepSeek Flash
$ 
——$0.30 / $1.20 per 1M— / $0.006 per 1M
Input: TextInput: Image
Output: Text
Hy4 Preview
$ 
1.05M$0.79 / $2.38 per 1M— / $0.04 per 1M
Input: Text
Output: Text
GPT 6 Astra
$ 
1.05M$8.00 / $40.00 per 1M$10.00 / $0.80 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.8 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: VideoInput: DocumentInput: Audio
Output: Text
Claude Fable 5.1
$ 
1M$9.00 / $45.00 per 1M$11.25 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Qwen3.8 Max 0902
$ 
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: DocumentInput: Audio
Output: Text
GLM 5.3 Flash
$ 
—1.31M$0.15 / $0.50 per 1M— / $0.03 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
DeepSeek v4 Flash Vision Exp
$ 
—1.05M$0.30 / $1.20 per 1M— / $0.006 per 1M
Input: TextInput: Image
Output: Text
GLM 5.3
$ 
1.31M$1.26 / $3.96 per 1M— / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.7 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.6
$ 
500K$1.20 / $3.60 per 1M— / $0.30 per 1M
Input: TextInput: Image
Output: Text
Qwen3.8 Max
$ 
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
Claude Opus 5
$ 
1M$4.50 / $22.50 per 1M$5.63 / $0.45 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.6 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Kimi K3
$ 
1.05M$2.70 / $13.50 per 1M$0.27 / $0.27 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Luna
$ 
1.05M$0.16 / $0.96 per 1M$0.20 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Terra
$ 
1.05M$1.60 / $9.60 per 1M$2.00 / $0.16 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Sol
$ 
1.05M$3.20 / $16.00 per 1M$4.00 / $0.32 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.5
$ 
500K$1.20 / $3.60 per 1M$0.30 / $0.30 per 1M
Input: TextInput: Image
Output: Text
Claude Sonnet 5
$ 
1M$1.80 / $9.00 per 1M$2.25 / $0.18 per 1M
Input: TextInput: Document
Output: Text
Minimax M3
$ 
1.05M$0.48 / $0.96 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GLM 5.2
$ 
1.05M$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.1 Chat Latest
$ 
—$1.00 / $8.00 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Qwen3.7 Max
$ 
1M$0.36 / $1.44 per 1M$0.07 / $0.07 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v4 Flash
$ 
—1.05M$0.30 / $1.20 per 1M— / $0.006 per 1M
Input: Text
Output: Text
Grok 4.3
$ 
1M$0.75 / $1.50 per 1M$0.12 / $0.12 per 1M
Input: TextInput: Image
Output: Text
GPT 5.4 Pro
$ 
1.05M$24.00 / $144.00 per 1M—
Input: TextInput: ImageInput: Document
Output: Text
Kimi K2.6
$ 
262K$0.85 / $3.60 per 1M$0.14 / $0.14 per 1M
Input: TextInput: Document
Output: Text
Minimax M2.5
$ 
205K$0.24 / $0.96 per 1M$0.30 / $0.02 per 1M
Input: TextInput: Document
Output: Text
Kimi K2.5
$ 
262K$0.54 / $2.70 per 1M$0.09 / $0.09 per 1M
Input: TextInput: Document
Output: Text
Doubao Seed 1.6 Thinking (Build 250715)
$ 
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Thinking (Build 250615)
$ 
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Flash (Build 250615)
$ 
262K$0.02 / $0.18 per 1M—
Input: TextInput: Image
Output: Text

Master OpenAI text-embedding-3-large API: The Ultimate AI Integration on GPT Proto

In the rapidly evolving landscape of artificial intelligence, selecting the right tools for semantic understanding is crucial for any developer or business. OpenAI's text-embedding-3-large model stands as the gold standard for high-dimensional text representation, offering unmatched precision and scalability. At GPT Proto, we provide a streamlined environment to access this powerful model alongside the latest advancements like the Responses API. Whether you are building a sophisticated search engine or an agentic workflow, you can browse all models today to find the perfect fit for your next big project.

Leverage High-Dimensional Precision with text-embedding-3-large for Your Apps

The text-embedding-3-large model represents a significant leap forward in how machines understand human language. By converting text into a massive 3072-dimensional vector space, it captures subtle nuances and semantic relationships that smaller models might miss entirely. When you integrate this model on GPT Proto, you are not just getting raw data; you are gaining access to an infrastructure optimized for high-performance AI operations. Our platform ensures that your requests are handled with minimal latency, allowing your applications to process vast amounts of data in real-time. This model is particularly effective for Retrieval-Augmented Generation (RAG) systems, where accuracy in identifying relevant context is the difference between a helpful AI response and a hallucination. By utilizing the text-embedding-3-large API on GPT Proto, you empower your software to think and relate concepts with human-like depth.

Revolutionize Semantic Search and Content Discovery for Better Results

Traditional keyword-based search is no longer sufficient for modern user expectations. By implementing text-embedding-3-large on GPT Proto, you can build search functionalities that understand intent rather than just matching characters. This allows users to find information using natural language queries, even if the exact words don't appear in the source material. For instance, a query about "vehicle maintenance" will successfully retrieve documents regarding "oil changes" or "tire rotations." This level of intelligence is essential for e-commerce platforms, internal knowledge bases, and content recommendation engines that strive to provide the most relevant experience possible to their global audience.

Achieve Unmatched Multi-Language Text Representation with OpenAI Technology

Global applications require a model that speaks every language fluently in the vector space. OpenAI text-embedding-3-large excels at cross-lingual tasks, meaning a concept expressed in English will be mapped very closely to the same concept expressed in French, Chinese, or Arabic. On GPT Proto, we facilitate these global interactions by providing a stable and reliable gateway to this multilingual capability. You can build translation-free semantic search tools or international sentiment analysis bots that perform consistently across different geographies. This flexibility ensures that your application remains robust and accurate, regardless of the linguistic diversity of your user base, all while benefiting from the high-tier performance of GPT Proto.

"The integration of OpenAI's text-embedding-3-large on GPT Proto transforms raw text into a strategic asset, providing the foundational intelligence required for the next generation of agentic AI applications."

Seamless Integration and Enterprise Stability for OpenAI API on GPT Proto

Stability is the cornerstone of any enterprise-grade AI integration. At GPT Proto, we understand that downtime or unexpected latency can disrupt your entire business workflow. That is why our platform is engineered to provide a resilient connection to OpenAI's most advanced endpoints, including the revolutionary Responses API. The Responses API brings agentic loops and stateful context to your integration, allowing for higher accuracy reasoning and lower costs through improved cache utilization—sometimes as high as 80% in internal tests. By following our comprehensive API documentation, developers can transition from legacy completions to modern, stateful interactions with ease. GPT Proto acts as your reliable partner, managing the complexities of the backend so you can focus on building innovative features for your users.

Feature Standard Models OpenAI text-embedding-3-large on GPT Proto
Cost Efficiency Variable Optimized via enhanced cache utilization
Processing Speed Average High-speed low-latency infrastructure
Search Quality Basic Industry-leading 3072-dimensional precision
Integration Type Stateless Supports modern stateful Responses API

Transparent Billing and Instant Access to OpenAI text-embedding-3-large API

At GPT Proto, we believe in complete transparency and simplicity when it comes to managing your AI costs. We have moved away from confusing "credits" systems; instead, we operate on a direct balance model. You can simply top-up your balance with the exact amount you need, giving you full control over your spending without any hidden fees or expiration dates. Once your funds are added, you can immediately start using the text-embedding-3-large model. To keep track of your operations, you can visit your usage dashboard to monitor every request in real-time. This level of visibility ensures that you can scale your AI initiatives confidently, knowing exactly how your budget is being utilized to drive value for your company.

Joining GPT Proto means joining a community dedicated to the future of AI engineering. We frequently update our platform to include the latest features from OpenAI, ensuring you are always at the cutting edge. To learn more about advanced prompting techniques, agentic workflows, and how to maximize your integration of text-embedding-3-large, we encourage you to explore our official blog. Start your journey with us today and experience the most powerful AI models with the ease and reliability that only GPT Proto can provide.

text-embedding-3-large FAQ

Frequently asked questions about the text-embedding-3-large model and its API integration.

What is the primary benefit of text-embedding-3-large?

The primary benefit of text-embedding-3-large is its ability to provide 3072 dimensions of semantic data, allowing for highly accurate AI-driven search and categorization. Using text-embedding-3-large ensures your vectors capture more detail than smaller models.

How do I integrate the text-embedding-3-large API into my project?

You can integrate the text-embedding-3-large API by sending a POST request to the GPTProto embedding endpoint. Simply specify text-embedding-3-large as the model parameter and provide your text input for the AI to process.

Does text-embedding-3-large support dimension reduction?

Yes, text-embedding-3-large supports the Matryoshka embedding technique. This allows developers to truncate the text-embedding-3-large vector to smaller sizes (like 256 or 1024) while still maintaining the core semantic utility of the text-embedding-3-large model.

Is text-embedding-3-large suitable for multilingual data?

Absolutely. text-embedding-3-large is trained on a vast corpus of multilingual data, making text-embedding-3-large an excellent choice for AI applications that need to understand and compare text across different languages with high precision.

What is the maximum token limit for text-embedding-3-large?

The text-embedding-3-large model generally supports an input limit of 8191 tokens. This allows text-embedding-3-large to embed large paragraphs or even short documents in a single AI API call, maintaining context throughout the text-embedding-3-large output.

How does text-embedding-3-large handle technical jargon?

Due to its large parameter size and sophisticated training, text-embedding-3-large is exceptionally good at identifying relationships in technical jargon. This makes text-embedding-3-large the preferred AI model for medical, legal, and engineering search engines.

Are my text-embedding-3-large inputs used for training?

At GPTProto, your privacy is a priority. Inputs sent to the text-embedding-3-large API are not used to train the base AI models. Using text-embedding-3-large on our platform ensures that your proprietary data remains confidential and secure.

Can I use text-embedding-3-large for clustering tasks?

Yes, text-embedding-3-large is perfect for unsupervised clustering. Because text-embedding-3-large creates high-quality vector representations, algorithms like K-Means can effectively group similar data points using text-embedding-3-large embeddings.

How can I troubleshoot text-embedding-3-large timeout errors?

If you encounter timeouts with text-embedding-3-large, ensure your batch sizes are optimized. While text-embedding-3-large is powerful, processing thousands of inputs in one text-embedding-3-large request can sometimes hit gateway limits. Try smaller batches for better AI stability.

What is the cost structure for text-embedding-3-large on GPTProto?

GPTProto offers a transparent pricing model for text-embedding-3-large where you pay only for what you use. We eliminate the need for credits, allowing you to scale your text-embedding-3-large AI usage based on actual demand.

How does text-embedding-3-large compare to ada-002?

text-embedding-3-large is a significant upgrade over ada-002, offering better performance on benchmark tests like MTEB. The text-embedding-3-large model provides more dimensions and better semantic separation, making text-embedding-3-large more reliable for AI applications.

Is there a specific SDK for text-embedding-3-large?

You can use any standard OpenAI-compatible SDK to interact with text-embedding-3-large on GPTProto. This makes it easy to swap your existing embedding provider for the superior text-embedding-3-large model via our AI API gateway.

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With our flagship product GPT Proto, we offer a unified interface to access and combine APIs from the world's leading AI providers—spanning text, vision, speech, and beyond. We empower developers and enterprises to simplify integration and accelerate innovation without limits.

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To ensure enterprise-grade reliability and compliance, Talent Tech Global Limited operates specifically as our global Billing and Contracting Entity. Meanwhile, our core technical infrastructure and R&D teams are strategically distributed across global innovation hubs, including Silicon Valley, Singapore, and Hong Kong.

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We understand that stability is paramount. Our platform is built on a robust, decentralized architecture supporting dynamic Auto-scaling. Whether you are running a pilot or handling millions of concurrent requests, our system expands instantly to meet demand—guaranteeing that your business never outgrows our infrastructure.

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