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What is Mercury 3?

Mercury 3 is a cutting-edge generative AI model from Inception, crafted specifically for developers focused on building interactive applications. Utilizing a diffusion-based approach, it creates text in parallel while supporting streaming responses, the use of various tools, structured outputs, and multimodal inputs, including text, images, and audio. By tapping into the Inception API, development teams can seamlessly implement the model across a range of applications, such as chatbots, voice-activated systems, search and browsing interfaces, educational tools, and other tasks that require responsive text generation. This robust model is accessible through the Inception API and its partnered inference providers, as well as being compatible with OpenAI's API, which facilitates smooth integration into pre-existing applications. Developers have the opportunity to evaluate the output quality and latency before integrating the model into their systems, thanks to the extensive documentation that accompanies the API and SDK ecosystem. The model operates on a token-based pricing structure, providing users with a free quota and additional paid options for both input and output tokens; enterprise-level solutions also include dedicated capacity and tailored support, making it adaptable for various projects. Additionally, Mercury 3 not only enhances development efficiency but also significantly improves user engagement and satisfaction, positioning developers to leverage sophisticated AI functionalities in their creations. In this way, it serves as a valuable resource for those aiming to stay at the forefront of technological innovation.

What is Inkling?

Inkling is an open-weights multimodal AI model from Thinking Machines built to support customization, agentic workflows, coding, reasoning, vision, audio, and enterprise AI use cases. The model is a Mixture-of-Experts transformer with 975 billion total parameters, 41 billion active parameters, 256 routed experts per MoE layer, and six routed experts active per token. It supports context windows up to 1 million tokens and was pretrained on 45 trillion tokens across text, images, audio, and video. Inkling is designed as a broad foundation model rather than a narrowly optimized benchmark model, giving it balanced capabilities across reasoning, coding, factuality, instruction following, vision, audio, tool use, and safety. Its controllable thinking effort lets developers adjust how much computation and generated reasoning the model uses, helping teams balance quality, latency, and cost for different production needs. The model can run agentic coding tasks, use tools, create web apps, generate polished multi-page artifacts, reason over long contexts, and work through iterative refinement loops. For multimodal tasks, Inkling can process images, answer questions about visual content, transcribe and reason over audio, follow spoken instructions, and combine visual reasoning with code-based tools such as Python. Thinking Machines trained Inkling for calibration, instruction following, factual reliability, refusal behavior, and safety across multiple modalities, including evaluations for dangerous capabilities and human-AI threat vectors. Inkling is available on Tinker for fine-tuning, with 64K and 256K context options, an Inkling Playground for testing, cookbook recipes, and support for multimodal post-training workflows. Its full weights are available on Hugging Face, and deployment support is available through APIs and infrastructure partners such as TogetherAI, Fireworks, Modal, Databricks, Baseten, SGLang, vLLM, llama.cpp, and transformers.

Media

Media

Integrations Supported

Amazon Bedrock
Baseten
Microsoft Foundry
OpenAI
OpenRouter
Vercel AI Gateway

Integrations Supported

Model Context Protocol (MCP)
Tinker

API Availability

Has API

API Availability

Has API

Pricing Information

$0.10/1M input tokens
Launch pricing is $0.10 per million input tokens and $0.35 per million output tokens, 50% below standard rates of $0.20 and $0.70. A free allocation of 100 million tokens is available. Usage is token-metered; enterprise deployments offer dedicated capacity and priority support.
Free Version

Pricing Information

Free
Free Version

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Not specified

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Inception

Date Founded

2024

Company Location

United States

Company Website

www.inceptionlabs.ai/models

Company Facts

Organization Name

Thinking Machines Lab

Date Founded

2025

Company Location

United States

Company Website

thinkingmachines.ai/

Categories and Features

AI Models

Not specified

AI Reasoning Models

Not specified

Large Language Models

Not specified

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

AI Reasoning Models

Not specified

AI Vision Models

Not specified

Foundation Models

Not specified

Large Language Models

Not specified

Multimodal Models

Not specified

Open-Weight AI Models

Not specified

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