Compare/GPT-5.4 nano (Non-Reasoning) vs Cogito v2.1 (Reasoning)

GPT-5.4 nano (Non-Reasoning)vsCogito v2.1 (Reasoning)

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

OpenAI

GPT-5.4 nano (Non-Reasoning)

Input
$0.2/M
Output
$1.25/M
Speed
177 tok/s
TTFT
0.47s
Deep Cogito

Cogito v2.1 (Reasoning)

Input
$1.25/M
Output
$1.25/M
Speed
92 tok/s
TTFT
0.27s

Winner by Category

Cheaper
GPT-5.4 nano (Non-Reasoning)
Faster (tok/s)
GPT-5.4 nano (Non-Reasoning)
Lower Latency
Cogito v2.1 (Reasoning)
Benchmarks (3-8)
Cogito v2.1 (Reasoning)

Pricing Comparison

MetricGPT-5.4 nano (Non-Reasoning)Cogito v2.1 (Reasoning)
Input ($/M tokens)$0.2$1.25
Output ($/M tokens)$1.25$1.25
Cost for 1M input + 100K output tokens:
GPT-5.4 nano (Non-Reasoning)$0.33
Cogito v2.1 (Reasoning)$1.38

Speed Comparison

Output Speed (tokens/s) — higher is better
GPT-5.4 nano (Non-Reasoning)
177 tok/s
Cogito v2.1 (Reasoning)
92 tok/s
Time to First Token (seconds) — lower is better
GPT-5.4 nano (Non-Reasoning)
0.47s
Cogito v2.1 (Reasoning)
0.27s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
24.4
Coding Index
27.924.8
Math Index
72.7
GPQA Diamond
55.8%76.8%
MMLU-Pro
84.9%
LiveCodeBench
68.8%
AIME 2025
72.7%
MATH-500
Humanity's Last Exam
4.2%11.0%
SciCode
35.2%41.0%
IFBench
32.7%46.3%
TerminalBench
24.2%16.7%
GPT-5.4 nano (Non-Reasoning)3 wins
8 winsCogito v2.1 (Reasoning)

Frequently Asked Questions

Which is cheaper, GPT-5.4 nano (Non-Reasoning) or Cogito v2.1 (Reasoning)?

GPT-5.4 nano (Non-Reasoning) is cheaper overall. Its blended price (3:1 input/output ratio) is $0.46/M tokens vs $1.25/M for Cogito v2.1 (Reasoning).

Which model performs better on benchmarks?

Cogito v2.1 (Reasoning) wins 8 out of 12 benchmarks compared to 3 for GPT-5.4 nano (Non-Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 nano (Non-Reasoning) generates tokens faster at 177 tok/s vs 92 tok/s. However, Cogito v2.1 (Reasoning) has lower time-to-first-token (0.27s vs 0.47s).

When should I use GPT-5.4 nano (Non-Reasoning) vs Cogito v2.1 (Reasoning)?

Choose based on your priorities: GPT-5.4 nano (Non-Reasoning) for lower cost, Cogito v2.1 (Reasoning) for stronger benchmark performance, and GPT-5.4 nano (Non-Reasoning) for faster generation. For latency-sensitive apps, check the TTFT comparison above.