AfterQuery vs. Trinity-Large-Thinking Comparison


AfterQuery	Trinity-Large-Thinking Arcee AI	+	+
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About AfterQuery is an applied research platform designed to create high-quality training data for frontier artificial intelligence models by capturing how real experts think, reason, and solve problems in professional contexts. It focuses on transforming real-world work into structured datasets that go beyond simple outputs, encoding decision-making processes, tradeoffs, and contextual reasoning that traditional internet-sourced data cannot provide. It works directly with domain experts to generate supervised fine-tuning data, including prompt–response pairs and detailed reasoning traces, as well as reinforcement learning datasets with expert-designed prompts and grading frameworks that convert subjective judgment into scalable reward signals. It also builds custom agent environments across APIs and tools, enabling models to be trained and evaluated in realistic workflows, and captures computer-use trajectories that demonstrate how humans interact with software step by step.	About Trinity Large Thinking is a frontier open source reasoning model developed by Arcee AI, designed specifically for complex, multi-step problem solving and autonomous agent workflows that require long-horizon planning and tool use. Built on a sparse Mixture-of-Experts architecture with roughly 400 billion total parameters but only about 13 billion active per token, the model achieves high efficiency while maintaining strong reasoning performance across tasks such as mathematical problem solving, code generation, and multi-step analysis. It introduces extended chain-of-thought reasoning capabilities, allowing the model to generate intermediate “thinking traces” before producing final answers, which improves accuracy and reliability in complex scenarios. Trinity Large Thinking supports a very large context window of up to 262K tokens, enabling it to process long documents, maintain state across extended interactions, and operate effectively in continuous agent loops.
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, developers, and enterprises building advanced models who need high-quality, expert-driven training data to improve reasoning and real-world task performance	Audience Developers and enterprises building autonomous AI agents that need a high-performance, open-source reasoning model for complex, multi-step workflows
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 Not Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial 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 AfterQuery Founded: 2025 United States www.afterquery.com	Company Information Arcee AI Founded: 2023 United States www.arcee.ai/blog/trinity-large-thinking
Alternatives Bitext	Alternatives Kimi K2 Thinking Moonshot AI
Phi-4-reasoning Microsoft	Nemotron 3 Super NVIDIA
Dataset Finder	GLM-5.1 Z.ai
Gramosynth Rightsify	LongCat-2.0 LongCat
Step 3.5 Flash StepFun View All	MiMo-V2.5-Pro Xiaomi Technology View All
Categories AI Training Data Providers Supported	Categories AI Models Supported AI Reasoning Models Supported

Integrations Claude Fable 5 Not Supported Claude Fable 5.1 Not Supported Claude Mythos 5 Not Supported Claude Mythos 5.1 Not Supported Claude Opus 4.6 Not Supported Claude Opus 4.7 Not Supported Claude Opus 4.8 Not Supported Claude Opus 5 Not Supported Claude Opus 5.5 Not Supported Claude Sonnet 5.5 Not Supported Model Context Protocol (MCP) Supported OpenClaw Not Supported OpenRouter Not Supported Vercel AI Gateway Not Supported Visual Studio Code Not Supported Show More Integrations View All 1 Integration	Integrations Claude Fable 5 Supported Claude Fable 5.1 Supported Claude Mythos 5 Supported Claude Mythos 5.1 Supported Claude Opus 4.6 Supported Claude Opus 4.7 Supported Claude Opus 4.8 Supported Claude Opus 5 Supported Claude Opus 5.5 Supported Claude Sonnet 5.5 Supported Model Context Protocol (MCP) Not Supported OpenClaw Supported OpenRouter Supported Vercel AI Gateway Supported Visual Studio Code Supported Show More Integrations View All 14 Integrations
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