de Tencent bajo-latencia cloud modelo diseñado para instant chat responses, alto-volumen clasificación, y cotidiano cliente interactions.
Technical Specifications
- Provider
- Tencent
- Category
- lightweight
- Release Date
- 2025-03
- Batch API Discount
- 50% off async batch
- Consumer Subscription
- API Pay-as-you-go
- Reasoning Effort Control
- Fixed
- Structured Outputs
- Yes
- Output Modalities
- text
- Official Documentation
- Visit Official Docs ↗
Data Privacy, Licensing & Deployment Governance
Official Provider Release Intelligence, API Quotas & Agentic Specs
- Official API Model ID (SDK String)
- hunyuan-turbos
- Supported SDK & API Protocol
- Tencent REST API (OpenAI-Compatible)
- Lifecycle & Deprecation Status
- Active GA (Guaranteed support through 2027+)
- Production Rate Limits (RPM & TPM)
- 5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM
- Long-Context Pricing Tier (>128K / >200K)
- Flat rate ($0.06/1M in) across full 33K window
- Prompt Cache Write & TTL Policy
- Cached input at $0.006/1M tokens
- Computer Use & Browser GUI Agent
- API / CLI Tool-Use & DOM Agent ready (no raw pixel desktop click loop)
- MCP & Parallel Tool Calling
- Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
- Web Search Grounding & Code Sandbox
- Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools
- Fine-Tuning & Distillation Support
- API Prompt Engineering & RAG Distillation
- Multimodal Tokenization Billing
- Text BPE (~4 chars/token)
- Weights Precision & Quantization
- Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster)
- Minimum GPU VRAM Requirement
- Zero Local VRAM Required (100% Serverless Cloud API)
- Supported Inference Engines
- Managed Tencent Cloud API
- System Card & Safety Framework
- Tencent Production Safety & Alignment Verified
- Enterprise Compliance (SOC2 / HIPAA / ZDR)
- SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Hunyuan TurboS Cost, Context, Hardware & API Integration
Pay-as-you-go API is cheaper for this volume (saves $14.42/mo vs $20 flat plan).
Break-even point: ~1,792 requests/day equals $20/month.
Same Monthly Workload Cost Across Popular Reference Models
Live Prompt Paste Tokenizer & Cost Counter
Paste real system instructions, JSON schemas, or code to measure BPE token counts across tokenizers.
Hybrid Prompt Routing Cascade Simulator
Route routine queries to a fast lightweight model ($0.15/1M) and escalate only complex reasoning turns to Hunyuan TurboS:
Benchmark Scores & 6-Axis Capability Radar
- MMLU-Pro
- 67%
- HumanEval
- 76%
- Chatbot Arena Elo
- 1225pts
Strengths
- sub-250ms initial token latencia ideal para en tiempo real interactivo apps
- económico API precio point ($0.06 / 1M entrada tokens)
- Stable empresarial servicio backed por Tencent Cloud infraestructura
Limitations & Trade-offs
- 32K ventana de contexto es relatively modest en comparación con moderno 256K+ modelos
- no suited para profundo científico problem-solving o complejo codificación
Editorial Assessment
un nimble, responsive cloud worker proporcionando alto-rendimiento chat un bajo operational costo.
Best for: en tiempo real cliente service bots, en vivo interactivo transmisión chat, y rápido intent clasificación
Compare Hunyuan TurboS
Frequently Asked Questions about Hunyuan TurboS
How much does the Hunyuan TurboS API cost per 1M tokens?+
Hunyuan TurboS by Tencent is priced at $0.06 per 1M input tokens and $0.24 per 1M output tokens. With prompt caching enabled, cached input tokens cost $0.006 per 1M tokens, and asynchronous Batch API requests receive a 50% discount.
Should I use a $20/month subscription or the Hunyuan TurboS pay-as-you-go API?+
A flat $20/month consumer subscription is predictable for daily interactive chat and manual coding. However, if you are building software, running automated workflows, or sending low-to-moderate volume with prompt caching enabled, the pay-as-you-go API is typically far more cost-effective and offers higher rate limits without manual UI caps.
How many words and pages fit in Hunyuan TurboS's context window?+
Hunyuan TurboS features a 33K tokens context window, which equals approximately 24,576 English words or ~66 standard single-spaced pages in a single prompt. Its maximum output generation per turn is 4,096 tokens.
Can I run Hunyuan TurboS locally on my own GPU (Open Weights)?+
No, Hunyuan TurboS is a proprietary closed-weights model hosted by Tencent. It cannot be downloaded for local GPU execution and must be accessed via Tencent's official API or cloud platform.
Does Tencent train on data sent to the Hunyuan TurboS API, and is commercial use allowed?+
API payloads are excluded from model training by default. License tier: Proprietary Commercial API (Tencent Terms). Full commercial ownership of generated outputs. Supported deployment channels include: Tencent Cloud API & Enterprise Endpoints.
How does Hunyuan TurboS perform on coding and reasoning benchmarks?+
Hunyuan TurboS achieves a composite Intelligence Index of 70/100, scoring N/A% on SWE-bench Verified, N/A% on GPQA Diamond, 67% on MMLU-Pro, and 1225 pts on Chatbot Arena Elo.
What is Hunyuan TurboS best used for?+
Hunyuan TurboS is best suited for: en tiempo real cliente service bots, en vivo interactivo transmisión chat, y rápido intent clasificación. Assessment: un nimble, responsive cloud worker proporcionando alto-rendimiento chat un bajo operational costo.
Tencent Family Lineage, Routing Tiers & Upgrade Path
Step down to a lighter sibling for high-volume routing or step up to Tencent's flagship reasoning tier:
AI Glossary & Architecture Concepts
View full glossary →Key machine learning concepts and benchmarks relevant to Hunyuan TurboS:
La unidad básica de texto que procesa un modelo de lenguaje, que normalmente equivale a 3 o 4 caracteres o aproximadamente 0,75 palabras. Por ejemplo, una frase típica se divide en varios tokens.
Un conjunto estandarizado de pruebas para evaluar y comparar objetivamente las capacidades de distintos modelos de IA en tareas como programación (SWE-bench) o matemáticas avanzadas (AIME).
La cantidad máxima de tokens que un modelo puede considerar a la vez, incluyendo tanto la entrada que lee como la salida que genera. Una ventana de 1.000.000 de tokens puede procesar unas 750.000 palabras en una sola petición.
La capacidad de un modelo de detectar la necesidad de una función externa y emitir argumentos JSON estructurados para ejecutar API, búsquedas web o consultas a bases de datos.
Un protocolo abierto desarrollado por Anthropic que permite a los agentes de IA conectarse de forma estandarizada a sistemas de archivos locales, entornos de desarrollo y servicios externos.
Una optimización donde los proveedores almacenan estados de atención previos para prefijos de prompts frecuentes, reduciendo el coste de entrada hasta en un 90% y acelerando la respuesta.
Las puntuaciones de benchmarks, precios por token y límites de tasa evolucionan rápidamente. Verifique siempre las especificaciones actuales en la documentación oficial del proveedor.
Fuentes: Tencent Cloud Hunyuan API Pricing↗