inclusionAI: Ring-2.6-1T

inclusionAI: Ring-2.6-1T

inclusionai · Released May 8, 2026 Professional
Intelligence #14 / 590
82.0 Our Score
Speed #103 / 278
123.2 tokens / sec
Input #178 / 590
$0.075 per 1M tokens
Output #287 / 590
$0.625 per 1M tokens
Context #112 / 590
262,144 tokens

Analysis Summary

Ring-2.6-1T is a large-scale model from inclusionAI with a 30.6 intelligence index, placing it in the good-to-strong tier. Its coding index of 42.8 is respectable for a model at this price point, and the agentic index of 60.6 suggests meaningful capability for tool-driven workflows. Tool use and function calling are both supported across a 262K context window.

For businesses, this model is best suited to cost-sensitive automation, structured data extraction, and lighter coding assistance where budget is a primary constraint. Instruction-following scores are moderate, and the absence of vision limits its use in multimodal workflows. Reasoning depth on harder tasks will fall short of top-tier models.

At $0.075 input and $0.625 output per million tokens, it is among the most affordable models with genuine benchmark data. Teams running high-volume, lower-complexity tasks will find strong value here, though critical or client-facing work should use a higher-capability model.

Assessed June 30, 2026

Editorial notes

Ring-2.6-1T from inclusionAI offers a 30.6 intelligence index, a 42.8 coding score, and a strong 60.6 agentic index at very low pricing, with tool use and function calling supported.

Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?

Performance Profile

Intelligence4.8Technical6.8Value8Content6.3
Intelligence 4.8/10
Technical 6.8/10
Content 6.3/10
Value 8/10

How inclusionAI: Ring-2.6-1T compares

InclusionAI: Ring-2.6-1T ranks #75 of 385 AI models we track for overall intelligence, #41 of 129 for coding, #58 of 293 for agentic tasks. Its 262K-token context window is larger than 81% of the models we list. At $0.08 per million input tokens it is cheaper than 70% of comparable models.

About inclusionAI: Ring-2.6-1T

Ring-2.6-1T is a 1T-parameter-scale thinking model with 63B active parameters, built for real-world agent workflows that require both strong capability and operational efficiency. It is optimized for coding agents, tool..

Capabilities

Tool Use Function Calling

Performance Indices

Source: Artificial Analysis

30.6 Intelligence Index
42.8 Coding Index
60.6 Agentic Index

Benchmark Scores

Intelligence

GPQA Diamond 85.7% Graduate-level scientific reasoning
HLE 18.3% Humanity's Last Exam
SciCode 42.4% Scientific computing

Technical

TerminalBench Hard 28.8% Agentic terminal tasks
τ²-Bench 92.4% Conversational agent benchmark

Content

IFBench 44.6% Instruction following
LCR 64.3% Long-context reasoning

Benchmark data from Artificial Analysis and Hugging Face

How does inclusionAI: Ring-2.6-1T stack up?

Compare side-by-side with other professional models.

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Model Information

OpenRouter ID inclusionai/ring-2.6-1t
Providerinclusionai
Release Date May 8, 2026
Context Length262,144 tokens
Max Completion65,536 tokens
Status Active

Pricing

Token Type Cost per 1M tokens Cost per 1K tokens
Input $0.08 $0.000075
Output $0.63 $0.000625

Live Performance

Live endpoint metrics, refreshed every 30 minutes.

100%
Avg Uptime
2,440ms
Best Latency (TTFT)
68 tok/s
Best Throughput
1/1
Active Endpoints
Available via: Novita

Leaderboard Categories

Frequently asked questions about inclusionAI: Ring-2.6-1T

How much does inclusionAI: Ring-2.6-1T cost?

inclusionAI: Ring-2.6-1T costs $0.08 per million input tokens and $0.63 per million output tokens.

What is the context window of inclusionAI: Ring-2.6-1T?

inclusionAI: Ring-2.6-1T has a context window of 262,144 tokens (262K).

Is inclusionAI: Ring-2.6-1T good for coding?

On our coding benchmark index, inclusionAI: Ring-2.6-1T ranks #41 of 129 models, placing it in the broader range of the field for code generation and debugging.

What can inclusionAI: Ring-2.6-1T do?

inclusionAI: Ring-2.6-1T supports tool use and function calling.

Who created inclusionAI: Ring-2.6-1T?

inclusionAI: Ring-2.6-1T is developed by inclusionAI and was released on May 8, 2026.