LLM Reference

Trinity-Large-Thinking

Released
2026-04-01
Last refreshed
2026-06-29
Status
Researched 77d ago
Open sourceCommercial use: permittedRAGAgentsLong contextClassificationJSON / Tool use

Trinity-Large-Thinking is worth evaluating for rag, agents, and long context when its provider route and context window match the workload.

Use it for

  • Teams evaluating rag, agents, and long context
  • Workloads that can use a 256k context window
  • Buyers comparing 3 tracked provider routes

Do not use it for

  • Vision or document-understanding workloads
Specifications
Family
Trinity
Released
2026-04-01
Context
256k
Parameters
400B
Architecture
Mixture of Experts
Specialization
reasoning
Openness
Open source
License
Apache 2.0OSI-approvedCommercial use: permitted
Weights
Available
Code
Unknown
Training
Fine-tuned
Created by

Agentic AI workflows, efficient and secure

San Francisco, California, United States
Founded 2023
Website
Pricing
Output / 1M
$0.850
Input / 1M
$0.220

Cheapest of 3 routes · OpenRouter

About

Arcee AI's flagship 400B sparse MoE reasoning model with 13B active parameters per token. Trained on 20T tokens with a STEM-focused curriculum. Designed for agentic workflows, chain-of-thought reasoning, and long-context tasks up to 256K tokens (BF16 API). Open-source under Apache 2.0. Available via Arcee AI API.

Trinity-Large-Thinking is an open-source model in the Trinity family. The structured metadata tracks a 256k-token context window, reasoning, function calling, tool use, and structured outputs. This page tracks provider routes through Arcee AI, OpenRouter, and Vercel AI Gateway, with the cheapest tracked route listed at $0.22 input and $0.85 output per 1M tokens. Headline tracked benchmarks include Google-Proof Q&A 89.2.

Top use-case fit: coding, agents, and build tasks

RAG

Included by capability and metadata signals in the decision map.

Agents

Included by capability and metadata signals in the decision map.

Long context

Included by capability and metadata signals in the decision map.

Provider price ladder

Compare all 3

Compare API pricing across 3 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MRoute
OpenRouter$0.220$0.850
Serverless
Vercel AI Gateway$0.250$0.900
Serverless
Arcee AI--
Partial

Capabilities

ReasoningFunction CallingTool UseStructured Outputs

Benchmark peer barsfor RAG

No task-mapped benchmark peers are available for this model yet.

Benchmark scores(1)

Scores are benchmark-specific and are direction-aware: the same numeric gap can mean very different outcomes across suites. Use the leaderboard context and this model's provider route to decide whether the winning margin is meaningful for your workload.
BenchmarkScoreVersionSource
Google-Proof Q&A89.2diamondhttps://docs.arcee.ai/language-models/trinity-large-thinking

Migration checks

No linked migration route is available for this model yet.

Rankings & picks(1)

Compare Trinity-Large-Thinking with other models

Show all 33 popular comparisonssorted by 7-day search impressions

Frequently asked questions

What is the context window of Trinity-Large-Thinking?

Trinity-Large-Thinking has a context window of 256k tokens.

How much does Trinity-Large-Thinking cost?

Trinity-Large-Thinking pricing ranges from $0.22/1M to $0.25/1M input tokens depending on the provider.

When was Trinity-Large-Thinking released?

Trinity-Large-Thinking was released on 2026-04-01.

Which providers offer Trinity-Large-Thinking?

Trinity-Large-Thinking is available from 3 providers: Arcee AI, OpenRouter, Vercel AI Gateway.

What benchmarks has Trinity-Large-Thinking been tested on?

Trinity-Large-Thinking has been evaluated on 1 benchmark, including Google-Proof Q&A.