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What is Tinker?

Tinker is a groundbreaking training API designed specifically for researchers and developers, granting them extensive control over model fine-tuning while alleviating the intricacies associated with infrastructure management. It provides fundamental building blocks that enable users to construct custom training loops, implement various supervision methods, and develop reinforcement learning workflows. At present, Tinker supports LoRA fine-tuning on open-weight models from the LLama and Qwen families, catering to a spectrum of model sizes that range from compact versions to large mixture-of-experts setups. Users have the flexibility to craft Python scripts for data handling, loss function management, and algorithmic execution, while Tinker efficiently manages scheduling, resource allocation, distributed training, and failure recovery independently. The platform empowers users to download model weights at different checkpoints, freeing them from the responsibility of overseeing the computational environment. Offered as a managed service, Tinker runs training jobs on Thinking Machines’ proprietary GPU infrastructure, relieving users of the burdens associated with cluster orchestration and allowing them to concentrate on refining and enhancing their models. This harmonious combination of features positions Tinker as an indispensable resource for propelling advancements in machine learning research and development, ultimately fostering greater innovation within the field.

What is LLMWise?

LLMWise is an AI routing and orchestration platform built to help teams use many LLMs through a single, consistent interface. It provides access to 52+ models across 18 providers and eliminates the need to manage multiple dashboards, subscriptions, and API keys. With one prompt, you can hit several models simultaneously and evaluate which response is best for your specific use case. The platform offers five orchestration modes—Chat, Compare, Blend, Judge, and Failover—so workflows can range from simple to multi-model decisioning. Compare streams side-by-side outputs along with performance and cost stats so you can benchmark model quality on your own prompts. Blend helps you merge complementary strengths from different models into one answer rather than picking a single winner. Judge adds automated selection logic when you want a “best response out” experience at scale. Failover routing brings SRE-style reliability with health checks, fallback chains, and strategies based on cost, latency, or rate limits. LLMWise uses usage-settled billing so you pay for tokens consumed, not recurring monthly access. Credits are designed to be flexible, including a free tier and paid credits that never expire. For developers, it supports quick integration via REST endpoints plus Python and TypeScript SDKs with streaming. It also prioritizes enterprise controls like encrypted storage for BYOK keys, zero-retention mode, audit logging, and full data deletion.

Media

Media

No images available

Integrations Supported

ChatGPT
Claude
Gemini
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3

Integrations Supported

ChatGPT
Claude
Gemini
Llama 3
Llama 3.1
Llama 3.2
Llama 3.3
Python
Qwen
Qwen3

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Thinking Machines Lab

Company Location

United States

Company Website

thinkingmachines.ai/tinker/

Company Facts

Organization Name

LLMWise

Date Founded

2026

Company Location

United States

Company Website

llmwise.ai

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