Tinker

Tinker

Thinking Machines Lab
+
+

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About

LLMWise is a multi-model AI platform that lets you access 52+ models from 18 providers using a single credit wallet and one API key. It’s designed to replace multiple separate AI subscriptions by offering GPT, Claude, Gemini, and many more models in one dashboard and API. Users can compare model answers side-by-side, blend outputs, judge responses, and set up failover routing for reliability. The platform supports multiple data paths per prompt, evaluating options like speed and cost to return the best response. It offers usage-settled billing so you pay for actual token consumption rather than a flat monthly fee, with free starter credits that never expire. Developers can integrate quickly using REST, cURL, or SDKs for Python and TypeScript with streaming support. LLMWise also emphasizes production readiness with features like audit-ready routing traces, encrypted key storage, and optional zero-retention mode.

About

Tinker is a training API designed for researchers and developers that allows full control over model fine-tuning while abstracting away the infrastructure complexity. It supports primitives and enables users to build custom training loops, supervision logic, and reinforcement learning flows. It currently supports LoRA fine-tuning on open-weight models across both LLama and Qwen families, ranging from small models to large mixture-of-experts architectures. Users write Python code to handle data, loss functions, and algorithmic logic; Tinker handles scheduling, resource allocation, distributed training, and failure recovery behind the scenes. The service lets users download model weights at different checkpoints and doesn’t force them to manage the compute environment. Tinker is delivered as a managed offering; training jobs run on Thinking Machines’ internal GPU infrastructure, freeing users from cluster orchestration.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

LLMWise is ideal for developers, startups, and AI platform teams who want to compare and route across multiple LLM providers, optimize cost and reliability, and avoid paying for separate AI subscriptions

Audience

AI researchers and ML engineers requiring a solution to experiment with fine-tuning open source language models while outsourcing infrastructure complexity

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Not Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

No images available

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Not Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

LLMWise
Founded: 2026
United States
llmwise.ai

Company Information

Thinking Machines Lab
United States
thinkingmachines.ai/tinker/

Alternatives

Alternatives

Inkling

Inkling

Thinking Machines Lab

Categories

Categories

Integrations

ChatGPT Supported
Claude Supported
Gemini Supported
Inkling Not Supported
Inkling-Small Not Supported
Llama 3 Not Supported
Llama 3.1 Not Supported
Llama 3.2 Not Supported
Llama 3.3 Not Supported
Python Not Supported
Qwen Not Supported
Qwen3 Not Supported

Integrations

ChatGPT Not Supported
Claude Not Supported
Gemini Not Supported
Inkling Supported
Inkling-Small Supported
Llama 3 Supported
Llama 3.1 Supported
Llama 3.2 Supported
Llama 3.3 Supported
Python Supported
Qwen Supported
Qwen3 Supported
Claim LLMWise and update features and information
Claim LLMWise and update features and information
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Claim Tinker and update features and information