models/inclusionai/ring-2-6-1t
I
inclusionai·active

inclusionAI: Ring-2.6-1T

inclusionai's flagship model. Context window: 262K tokens.

Overall score
4.62
/5.00 · ranked #12
Input
$0.300
per 1M tokens
Output
$2.50
per 1M tokens
Context
262K
tokens
Blended
$1.95
3:1 out:in ratio

Price drops, new benchmarks, model updates. Stay current on inclusionAI: Ring-2.6-1T.

One email per change. Unsubscribe anytime.

modelpicker.aipowered by live benchmark data

Scores by test

Methodology →
Structured Output
5.0
Strategic Analysis
5.0
Constrained Rewriting
3.0
Creative Problem Solving
4.0
Tool Calling
5.0
Faithfulness
4.0
Classification
4.0
Long Context
5.0
Safety Calibration
5.0
Persona Consistency
5.0
Agentic Planning
5.0
Multilingual
5.0
Tabular Data
5.0

What you need to know

Ring-2.6-1T is optimized for agentic workflows and high-precision data handling. It achieves perfect internal scores in tool calling, structured output, and agentic planning, making it highly reliable for applications requiring strict schema adherence and complex multi-step execution. Its 262K context window is fully utilized, scoring 5/5 for long-context retrieval and processing.

The model is positioned as a high-tier performer, ranking 13th out of 88 evaluated models with an average internal score of 4.62. While it excels at strategic analysis and tabular data, it shows a relative weakness in constrained rewriting, where it drops to a 3/5. This suggests a performance gap when the model is required to follow rigid stylistic or character-count constraints compared to its ability to execute technical tasks.

At a blended cost of $1.95 per million tokens, this model is priced for professional-grade deployment. The output cost is significantly higher than the input cost, which is typical for high-reasoning models, but the price is justified by its consistency across multilingual tasks and safety calibration.

Use this model for autonomous agents, complex data extraction, and strategic planning involving large datasets. Skip this model if your primary requirement is nuanced creative writing or highly restrictive text transformations.

Strengths — Top 3

Structured Output5.0/5.0
Strategic Analysis5.0/5.0
Tool Calling5.0/5.0

Relative weaknesses — Bottom 3

Constrained Rewriting3.0/5.0
Creative Problem Solving4.0/5.0
Faithfulness4.0/5.0

Similar models

ZGLM-4.7$1.414.69XXiaomi: MiMo-V2-Omni$1.604.69XXiaomi: MiMo-V2-Pro$2.504.54QQwen: Qwen3.6 Max Preview$4.944.85