inclusionAI: Ring-2.6-1T

inclusionAI: Ring-2.6-1T

inclusionai · Released May 8, 2026 Professional
Intelligence #10 / 576
82.0 Our Score
Speed #107 / 271
119.6 tokens / sec
Input #177 / 577
$0.075 per 1M tokens
Output #284 / 577
$0.625 per 1M tokens
Context #108 / 577
262,144 tokens

Analysis Summary

inclusionAI Ring-2.6-1T is a large-scale model from inclusionAI with an intelligence index of 38.5, placing it in the very strong tier. Its agentic index of 60.6 is a standout for its price point, and tool use and function calling are both supported. The 262K token context window is adequate for most enterprise document tasks, and the tau2 score of 0.924 indicates reliable structured task completion.

For businesses, this model is best positioned for agentic automation, structured data processing, and cost-sensitive pipelines where near-frontier reasoning is sufficient. Its coding index of 33.3 limits its appeal for software engineering, and instruction following (ifbench 0.45) is below the top tier, which may affect precision in content generation tasks. Long-context reasoning (lcr 0.64) is reasonable.

At $0.075 input and $0.625 output per million tokens, Ring-2.6-1T is among the most cost-efficient models with genuine agentic capability. Teams running high-volume agentic workflows on tight budgets should evaluate it seriously, with the caveat that output quality should be validated against specific use cases before production deployment.

Assessed June 6, 2026

Editorial notes

inclusionAI Ring-2.6-1T offers strong agentic performance and very strong reasoning at an exceptionally low price of $0.075 per million input tokens, with tool use and function calling support.

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

Performance Profile

Intelligence5.6Technical6.1Value8Content6.3
Intelligence 5.6/10
Technical 6.1/10
Content 6.3/10
Value 8/10

How inclusionAI: Ring-2.6-1T compares

InclusionAI: Ring-2.6-1T ranks #68 of 378 AI models we track for overall intelligence, #79 of 315 for coding, #52 of 289 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 69% 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

38.5 Intelligence Index
33.3 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
2,002ms
Best Latency (TTFT)
85 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 #79 of 315 models, placing it in the top quartile 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.