Tinker vs. Together AI Comparison


Tinker Thinking Machines Lab	Together AI	+	+
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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.	About Together AI provides an AI-native cloud platform built to accelerate training, fine-tuning, and inference on high-performance GPU clusters. Engineered for massive scale, the platform supports workloads that process trillions of tokens without performance drops. Together AI delivers industry-leading cost efficiency by optimizing hardware, scheduling, and inference techniques, lowering total cost of ownership for demanding AI workloads. With deep research expertise, the company brings cutting-edge models, hardware, and runtime innovations—like ATLAS runtime-learning accelerators—directly into production environments. Its full-stack ecosystem includes a model library, inference APIs, fine-tuning capabilities, pre-training support, and instant GPU clusters. Designed for AI-native teams, Together AI helps organizations build and deploy advanced applications faster and more affordably.
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 AI researchers and ML engineers requiring a solution to experiment with fine-tuning open source language models while outsourcing infrastructure complexity	Audience Together AI is ideal for AI-native teams, researchers, and enterprises that require high-performance GPU infrastructure, frontier-scale model training, and cost-optimized inference at massive scale
Support Phone Support Not Supported 24/7 Live Support Not Supported Online 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 View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Supported Free Trial Not Supported	Pricing $0.0001 per 1k tokens Free Version Not 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: Review this Software	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 Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Not Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Thinking Machines Lab United States thinkingmachines.ai/tinker/	Company Information Together AI Founded: 2022 United States www.together.ai/
Alternatives Inkling Thinking Machines Lab	Alternatives Runpod
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Categories AI Fine-Tuning Supported AI/ML Model Training Supported Artificial Intelligence (AI) APIs Supported	Categories AI Cloud Providers Supported AI Development Supported AI Fine-Tuning Supported AI Inference Supported AI Infrastructure Supported Artificial Intelligence Supported Cloud GPU Supported LLM API Supported Prompt Engineering Supported

Integrations Assembly Not Supported DeepCoder Not Supported DeepSeek-V4 Not Supported DeepSeek-V4-Flash Not Supported GLM-5.2 Not Supported GLM-5.3 Not Supported Inkling-Small Supported Kimi K2.5 Not Supported LFM2 Not Supported LLMetrics Not Supported LangDB Not Supported Langtail Not Supported Llama 3.2 Supported Nurix Not Supported Orq.ai Not Supported Qwen3 Supported Qwen3.5 Not Supported StackAI Not Supported Vertesia Not Supported Wan2.6 Not Supported Show More Integrations View All 9 Integrations	Integrations Assembly Supported DeepCoder Supported DeepSeek-V4 Supported DeepSeek-V4-Flash Supported GLM-5.2 Supported GLM-5.3 Supported Inkling-Small Not Supported Kimi K2.5 Supported LFM2 Supported LLMetrics Supported LangDB Supported Langtail Supported Llama 3.2 Not Supported Nurix Supported Orq.ai Supported Qwen3 Not Supported Qwen3.5 Supported StackAI Supported Vertesia Supported Wan2.6 Supported Show More Integrations View All 47 Integrations
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