# TokenHot

> Unified LLM API gateway: one API for 100+ models across the GPT, Claude, Gemini, DeepSeek, Kimi, Qwen and GLM families, plus video (Seedance, Kling, Veo) and image generation. OpenAI-compatible endpoints, pay-as-you-go pricing, zero KYC.

TokenHot aggregates leading AI models behind standard API interfaces with live pricing, 99.9% platform SLA, and a globally accelerated network. Built for developers shipping AI products and agents.

## Core Pages

- [Home](https://tokenhot.ai/): Product overview - one API, 100+ models, 99.9% SLA
- [Model Catalog](https://tokenhot.ai/models): Browse all models with real-time pricing and capability comparison
- [Developer Docs](https://docs.tokenhot.ai): API documentation, SDKs, and integration guides
- [Support](https://tokenhot.ai/support): Tickets and contact
- [About](https://tokenhot.ai/about): Company and team

## Model Vendors

- [OpenAI Models](https://tokenhot.ai/models/openai): OpenAI model catalog with live pricing
- [Anthropic Models](https://tokenhot.ai/models/anthropic): Anthropic model catalog with live pricing
- [Google Models](https://tokenhot.ai/models/google): Google model catalog with live pricing
- [DeepSeek Models](https://tokenhot.ai/models/deepseek): DeepSeek model catalog with live pricing
- [Qwen Models](https://tokenhot.ai/models/qwen): Qwen model catalog with live pricing
- [ByteDance Models](https://tokenhot.ai/models/bytedance): ByteDance model catalog with live pricing
- [Doubao Models](https://tokenhot.ai/models/doubao): Doubao model catalog with live pricing
- [MiniMax Models](https://tokenhot.ai/models/minimax): MiniMax model catalog with live pricing
- [Z.ai (GLM) Models](https://tokenhot.ai/models/zai): Z.ai (GLM) model catalog with live pricing

## Hot Models

- [GPT-5.6](https://tokenhot.ai/models/gpt-5.6-sol)
- [Claude Opus 5](https://tokenhot.ai/models/claude-opus-5)
- [Claude Fable 5](https://tokenhot.ai/models/claude-fable-5)
- [Gemini 3.5 Flash](https://tokenhot.ai/models/gemini-3.5-flash)
- [Claude Sonnet 5](https://tokenhot.ai/models/claude-sonnet-5)
- [DeepSeek V4 Pro](https://tokenhot.ai/models/deepseek-v4-pro)
- [Kimi K3](https://tokenhot.ai/models/kimi-k3)
- [Seedance 2.5](https://tokenhot.ai/models/doubao-seedance-2-5)

## Blog

- [Blog](https://tokenhot.ai/blog): AI API tutorials, pricing comparisons, and integration guides
- [Sonnet 5.5 vs Opus 5.5: How to Run Your Own Comparison](https://tokenhot.ai/blog/sonnet-5-5-vs-opus-5-5): Compare Sonnet 5.5 and Opus 5.5 on your own tasks with clear pass criteria, complete retry costs, and optional local recording tools.
- [MiMo TTS API: Turn Text into a Playable WAV File](https://tokenhot.ai/blog/mimo-v2-5-tts-api): Use the MiMo preset-voice route, decode its Base64 audio into WAV, validate the saved file, and recover locally without repeating synthesis.
- [Sonnet 5.5 API Migration: Update More Than the Model ID](https://tokenhot.ai/blog/sonnet-5-5-api-migration): Compare old and new Claude request fields, preserve response blocks, and build a Sonnet 5.5 migration regression plan without assuming gateway compatibility.
- [Kling 3 API: First and Last Frames to a Saved Video](https://tokenhot.ai/blog/kling-3-first-last-frame-api): Build a two-frame Kling 3 request, preserve the submission, query a confirmed task ID, and download the result without repeating video generation.
- [Claude tool_result Ordering Errors: Fix the Messages Sequence](https://tokenhot.ai/blog/claude-tool-result-ordering): Fix missing or misplaced Claude tool results by matching every tool_use ID in the next user message, including parallel and failed calls.
- [Claude “Invalid Signature” in a Thinking Block: How to Debug It Safely](https://tokenhot.ai/blog/claude-invalid-signature-thinking-block): Seeing an invalid signature in a Claude thinking block? Check your saved Messages history, model, and changed prefix without editing opaque signed content.
- [OpenAI-Compatible APIs: What to Verify Before You Migrate](https://tokenhot.ai/blog/openai-compatible-api-checklist): Check base URLs, Chat Completions, Responses, streaming, tools, structured output, and usage before moving an OpenAI client to another API provider. Includes an offline-tested, opt-in live test harness.
- [API 429 Errors: Diagnose Limits and Retry Safely](https://tokenhot.ai/blog/api-429-safe-retry): Tell temporary API rate limits from quota or billing stops, honor documented Retry-After guidance, and use bounded jittered retries without multiplying requests.
- [Nano Banana Pro and 2 API: Choose a Tokenhot Route and Save Images in Python](https://tokenhot.ai/blog/nano-banana-api-route-guide): Compare Tokenhot's nano-banana-pro and nano-banana-2 route IDs, send a documented JSON request, and download the returned image in Python.
- [OpenAI API Timeout: Diagnose Slow or Interrupted Streams](https://tokenhot.ai/blog/llm-api-timeout-streaming): Trace an OpenAI API timeout by stage, record status and stream events, and separate a completed response from an unknown POST outcome.
- [GPT Image 2 API: Generate, Edit, and Save Images in Python](https://tokenhot.ai/blog/gpt-image-2-api-python): Use Tokenhot's GPT Image 2 routes from Python to generate an image, edit from a reachable image URL, and save each result with a response-first workflow.
- [Seedream 5.0 Pro API: Generate and Edit Images](https://tokenhot.ai/blog/seedream-5-0-pro-api): Use Tokenhot's Seedream 5.0 Pro API for image generation and editing. Learn the model ID, reference-image inputs, size settings, and response handling.
- [Qwen3.8-Omni-Flash API: Inputs, Outputs, and Setup](https://tokenhot.ai/blog/qwen3-8-omni-flash-api): Connect Qwen3.8-Omni-Flash for audio and video understanding. Compare API payloads, try a Python example, and check output and gateway limits.
- [Jev Explained: When to Use TypeSafe AI's Decision Model](https://tokenhot.ai/blog/jev-typesafe-system-one): Learn what Jev does, how Choice, Score, and Noul work, and when TypeSafe AI's System One model is worth testing for routing and classification.
- [MCP Tool Authorization After Login: A Layered Control Checklist](https://tokenhot.ai/blog/mcp-tool-authorization): Follow a hypothetical update_risk request through MCP tool authorization, tenant and owner checks, unknown states, and audit outcomes, using an AWS pattern.
- [Bedrock Vector Store Selection: How to Choose OpenSearch, Aurora pgvector, or S3 Vectors](https://tokenhot.ai/blog/bedrock-vector-store-selection): Shortlist a Bedrock vector store using retrieval requirements, cost components, three workload scenarios, and a fillable proof-of-fit worksheet.
- [Amazon Bedrock Prompt Caching: When Does It Pay Off?](https://tokenhot.ai/blog/amazon-bedrock-prompt-caching-cost): Calculate Amazon Bedrock prompt caching costs from usage fields, compare 5-minute and 1-hour TTLs, and work through hits, expiry, and rewrites.
- [DeepSeek V4 Pro 0813: Pricing, Benchmarks, and Open Weights](https://tokenhot.ai/blog/deepseek-v4-pro-0813-pricing-benchmarks-weights): A developer guide to DeepSeek V4 Pro 0813, covering its 1.6T MoE design, 1M context, official agent benchmarks, API pricing, and realistic hosting needs.
- [How to Use the DeepSeek API Outside China: Setup and Checks](https://tokenhot.ai/blog/how-to-use-deepseek-api-outside-china): Use the DeepSeek API outside China through direct or gateway access. Configure Python, verify model IDs, diagnose errors, and measure latency and cost.
- [DeepSeek Harness (dsh) in 2026: Architecture, Modes, Releases, and Safe Evaluation](https://tokenhot.ai/blog/deepseek-harness-dsh-version-updates-stability): A practical guide to DeepSeek Harness architecture, current modes and release status, with safe setup and upgrade checks for developers.
- [Sora API Shutdown: What to Do After September 24, 2026](https://tokenhot.ai/blog/sora-api-shutdown-migration-guide): After the Sora API shutdown, check saved videos and unresolved jobs, review export options, and migrate requests and task handling to a verified video route.
- [LLM API Pricing Comparison 2026: Prices per Million Tokens](https://tokenhot.ai/blog/llm-api-pricing-comparison-2026): Compare LLM API prices per million tokens, checked October 8, 2026. Calculate input, output, cache, batch, and retry costs with a worked example.
- [Best OpenRouter Alternatives in 2026: A Practical Comparison](https://tokenhot.ai/blog/best-openrouter-alternatives-2026): Compare OpenRouter, Tokenhot, Together AI, Groq, and Fireworks AI by model access, deployment control, API compatibility, privacy, and migration effort.
- [Hello Tokenhot: A Unified API Gateway for Multi-Model Apps](https://tokenhot.ai/blog/hello-tokenhot): Meet Tokenhot: connect to multiple AI model families with an OpenAI-compatible API, compare route pricing, and build with clear integration expectations.

## Optional

- [Sitemap](https://tokenhot.ai/sitemap.xml): Standard sitemap for search engines
- Contact: hi@tokenhot.ai