Holo4 vs. Tinker Comparison


Holo4 H Company	Tinker Thinking Machines Lab	+	+
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About Holo4 is a family of generalist agentic AI models from H Company designed to operate software across graphical interfaces, code environments, MCP servers, APIs, desktop applications, the web, and mobile devices. The family includes a 27B dense model and a 35B-A3B Mixture-of-Experts model with 3B active parameters, both supporting a 256K context window. Unlike agents optimized around a single interface, Holo4 can click and type on screens, write and execute code, and call MCP or API tools depending on what a task requires. The models were trained with supervised fine-tuning and reinforcement learning on agentic workflows spanning desktop, web, MCP/API, mobile, coding, multimodal reasoning, and GUI grounding. Holo4 27B achieved 85.2% on OSWorld at a reported cost of $0.08 per task, while Holo4 35B-A3B scored 80.8% at $0.05 per task in H Company's evaluation.	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 AI developers, agent platform builders, automation teams, enterprises, and researchers that need generalist computer-use agents capable of completing multi-step workflows across GUIs, desktop and mobile applications, websites, code environments, MCP servers, and business APIs	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 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 $0.40 per 1M tokens (input) Input: $0.40 per 1 million tokens Output: $3 per 1 million tokens 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: 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 Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information H Company Founded: 2023 France openai.com	Company Information Thinking Machines Lab United States thinkingmachines.ai/tinker/
Alternatives No Alternatives	Alternatives Inkling Thinking Machines Lab
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Categories AI Models Supported	Categories AI Fine-Tuning Supported AI/ML Model Training Supported Artificial Intelligence (AI) APIs Supported

Integrations Python Supported Amazon Bedrock Supported Astra for Law Supported Charlie Supported ChatGPT Enterprise Supported ChatGPT Pro Supported ChatGPT Work Supported Devin Desktop Supported FastRouter Supported GPT-5.1-Codex-Max Supported Google Drive Supported HTML Supported Kimi K2 Thinking Supported Kubernetes Supported Lovable Supported Novelcrafter Supported OpenClaw Supported Oz Supported Qwen3 Not Supported Xcode Supported Show More Integrations View All 129 Integrations	Integrations Python Supported Amazon Bedrock Not Supported Astra for Law Not Supported Charlie Not Supported ChatGPT Enterprise Not Supported ChatGPT Pro Not Supported ChatGPT Work Not Supported Devin Desktop Not Supported FastRouter Not Supported GPT-5.1-Codex-Max Not Supported Google Drive Not Supported HTML Not Supported Kimi K2 Thinking Not Supported Kubernetes Not Supported Lovable Not Supported Novelcrafter Not Supported OpenClaw Not Supported Oz Not Supported Qwen3 Supported Xcode Not Supported Show More Integrations View All 9 Integrations
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