Inference economics
DeepSeek API for Enterprise Teams
Explore DeepSeek API integration, model selection, and cost planning, plus Token Forge Cloud options for managed model APIs and private LLM inference.
AI model and infrastructure insights
Production playbooks for teams building with frontier models.
Practical articles on Qwen, DeepSeek, GLM, Seedance, MiniMax, managed APIs, model routing, production infrastructure, and Neo Cloud marketplace access.
Inference economics
How to Evaluate an OpenAI Alternative API
Explore how to evaluate an OpenAI alternative API, including model fit, integration work, inference costs, and managed versus private deployment with Token Forge Cloud.
Inference economics
Cheapest AI API: How to Compare Cost for Your Workload
Compare AI API costs by workload, including token usage, retries, and operating needs. Explore Token Forge Cloud options for managed APIs and private inference.
Inference economics
Best Chinese AI Model: How to Choose for Enterprise Use
Compare Chinese AI models for enterprise workloads by quality, language fit, latency, inference cost, and deployment needs with Token Forge Cloud.
Inference economics
Seedance API: A Buyer’s Guide to Access, Integration, and Cost
Explore Seedance API access, integration, costs, and deployment considerations with Token Forge Cloud. Contact us to confirm availability for your use case.
Inference economics
Qwen API: A Buyer’s Guide to Access and Deployment
Explore Qwen API access options, provider setup, managed APIs, private inference, and workload cost considerations with Token Forge Cloud.
Inference economics
Kimi API Evaluation Guide
Explore how to evaluate the Kimi API for your application, including integration, usage costs, data handling, and deployment considerations.
Inference economics
Enterprise AI: From Model Access to Production Inference
Explore enterprise AI deployment, inference costs, and the considerations behind choosing model APIs or private inference with Token Forge Cloud.
Inference economics
AI APIs: A Practical Guide to Access, Deployment, and Inference Costs
Learn how AI APIs work, where they fit, and what to consider when choosing between managed model access and private inference with Token Forge Cloud.
Inference economics
AI Platform for Enterprise LLM Inference
Explore AI platform options for enterprise LLM inference, from managed model APIs to private deployment, and learn how to assess workloads and costs with Token Forge Cloud.
Image generation
Google Gemini 2.5 Flash Image (Nano Banana): Capabilities, API, Pricing & Lifecycle
A practical guide to Gemini 2.5 Flash Image: image generation and editing, Google API access, route-specific limits, published pricing, and lifecycle considerations.
Video generation
How Much Is the Sora App? Current Price and API Status
As of November 12, 2026, OpenAI’s Sora app and web experience have been discontinued, and its API has also been discontinued. Here’s what that means for pricing.
Model APIs
Gemini 2.5 Pro Model Name: Model String and API Status
The Gemini 2.5 Pro model string is `gemini-2.5-pro`. Learn what that name means and which API access restrictions and routing changes Google documents.
Model APIs
OpenAI-Compatible APIs: What Compatibility Means and How to Choose for Production
Learn what OpenAI-compatible means, what it does not guarantee, and how to test an API and model against your production workload before switching.
Model APIs
GPT-5 Responses API: Python Setup and Troubleshooting
Make a basic GPT-5 request with OpenAI’s Responses API in Python, retrieve its text, and investigate missing or incomplete output. Includes guidance on checking model availability.
Model APIs
GPT-5 Chat Model: API Status, Current ID, and Alternatives
The GPT-5 Chat API entry gpt-5-chat-latest is marked shut down. Learn what that means, how it differs from chat-latest, and what to check before choosing a current API model.
Coding agents
Grok Code 1: What It Is, API Status, and Whether to Use It
“Grok Code 1” most likely refers to Grok Code Fast 1. See the current API model name, attributed coding benchmarks, verified token rates, and what to test before adopting it.
Model APIs
Claude Sonnet 4 Model Name: API IDs and Availability
Claude Sonnet 4 is the public model name, but provider-specific IDs and availability differ. See what Google Cloud and Amazon Bedrock document—and what remains unconfirmed for production use.
How-to guides
How to Use Canvas in ChatGPT: A Step-by-Step Guide
Learn how to start a writing or coding task in ChatGPT Canvas, make and review focused edits, and understand how Canvas relates to production model APIs.
Model APIs
Kimi K2.5 API: Availability and a Working Integration Path
Kimi K2.5 is listed as active on Amazon Bedrock. See its Bedrock model ID, a minimal Node.js request, and how to check availability on Moonshot’s direct API separately.
Model APIs
ChatGPT Agent Availability: ChatGPT Work, Access, and API Options
Learn what happened to ChatGPT Agent mode, who may access agent-style tasks in ChatGPT Work, how to try it, and what OpenAI documents for developers building agents.
How-to guides
How to Switch to ChatGPT 4o (It’s No Longer Available in ChatGPT)
GPT-4o was retired from ChatGPT on February 13, 2026, and from Custom GPTs on April 3, 2026. Learn what that means and how to check its separate API availability.
Model APIs
ChatGPT Agent System Card: Official Document, Findings, and API Options
Find OpenAI’s ChatGPT Agent System Card, understand its launch-era evaluation findings and caveats, and distinguish the ChatGPT product from computer-use capabilities documented for the API.
Model APIs
ChatGPT Agent Mode Limit: Legacy Caps and What to Check Now
OpenAI says ChatGPT Agent is no longer available and points users to ChatGPT Work for longer tasks. Learn who may have Work access, how to check usage and resets, and when a production API could fit.