Compare/Ring-2.6-1T vs GPT-5.4 (Non-reasoning)

Ring-2.6-1TvsGPT-5.4 (Non-reasoning)

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

InclusionAI

Ring-2.6-1T

Input
$0/M
Output
$0/M
Speed
TTFT
OpenAI

GPT-5.4 (Non-reasoning)

Input
$2.5/M
Output
$15/M
Speed
62 tok/s
TTFT
0.65s

Winner by Category

Cheaper
Ring-2.6-1T
Faster (tok/s)
GPT-5.4 (Non-reasoning)
Lower Latency
Ring-2.6-1T
Benchmarks (3-4)
GPT-5.4 (Non-reasoning)

Pricing Comparison

MetricRing-2.6-1TGPT-5.4 (Non-reasoning)
Input ($/M tokens)$0$2.5
Output ($/M tokens)$0$15
Cost for 1M input + 100K output tokens:
Ring-2.6-1T$0.00
GPT-5.4 (Non-reasoning)$4.00

Speed Comparison

Output Speed (tokens/s) — higher is better
Ring-2.6-1T
GPT-5.4 (Non-reasoning)
62 tok/s
Time to First Token (seconds) — lower is better
Ring-2.6-1T
GPT-5.4 (Non-reasoning)
0.65s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
38.535.4
Coding Index
33.341.0
Math Index
GPQA Diamond
85.7%74.8%
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
18.3%10.6%
SciCode
42.4%47.1%
IFBench
44.6%48.4%
TerminalBench
28.8%37.9%
Ring-2.6-1T3 wins
4 winsGPT-5.4 (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Ring-2.6-1T or GPT-5.4 (Non-reasoning)?

Ring-2.6-1T is cheaper overall. Its blended price (3:1 input/output ratio) is $0.00/M tokens vs $5.63/M for GPT-5.4 (Non-reasoning).

Which model performs better on benchmarks?

GPT-5.4 (Non-reasoning) wins 4 out of 12 benchmarks compared to 3 for Ring-2.6-1T. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 (Non-reasoning) generates tokens faster at 62 tok/s vs 0 tok/s. Ring-2.6-1T also has lower time-to-first-token (0.00s vs 0.65s).

When should I use Ring-2.6-1T vs GPT-5.4 (Non-reasoning)?

Choose based on your priorities: Ring-2.6-1T for lower cost, GPT-5.4 (Non-reasoning) for stronger benchmark performance, and GPT-5.4 (Non-reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.