Compare/Sarvam M (Reasoning) vs GPT-5.4 (Non-reasoning)

Sarvam M (Reasoning)vsGPT-5.4 (Non-reasoning)

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

Sarvam

Sarvam M (Reasoning)

Input
$0/M
Output
$0/M
Speed
138 tok/s
TTFT
1.18s
OpenAI

GPT-5.4 (Non-reasoning)

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

Winner by Category

Cheaper
Sarvam M (Reasoning)
Faster (tok/s)
Sarvam M (Reasoning)
Lower Latency
GPT-5.4 (Non-reasoning)
Benchmarks (3-7)
GPT-5.4 (Non-reasoning)

Pricing Comparison

MetricSarvam M (Reasoning)GPT-5.4 (Non-reasoning)
Input ($/M tokens)$0$2.5
Output ($/M tokens)$0$15
Cost for 1M input + 100K output tokens:
Sarvam M (Reasoning)$0.00
GPT-5.4 (Non-reasoning)$4.00

Speed Comparison

Output Speed (tokens/s) — higher is better
Sarvam M (Reasoning)
138 tok/s
GPT-5.4 (Non-reasoning)
62 tok/s
Time to First Token (seconds) — lower is better
Sarvam M (Reasoning)
1.18s
GPT-5.4 (Non-reasoning)
0.65s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
8.435.4
Coding Index
7.541.0
Math Index
GPQA Diamond
41.6%74.8%
MMLU-Pro
69.6%
LiveCodeBench
29.5%
AIME 2025
MATH-500
84.7%
Humanity's Last Exam
3.3%10.6%
SciCode
17.8%47.1%
IFBench
31.8%48.4%
TerminalBench
2.3%37.9%
Sarvam M (Reasoning)3 wins
7 winsGPT-5.4 (Non-reasoning)

Frequently Asked Questions

Which is cheaper, Sarvam M (Reasoning) or GPT-5.4 (Non-reasoning)?

Sarvam M (Reasoning) 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 7 out of 12 benchmarks compared to 3 for Sarvam M (Reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Sarvam M (Reasoning) generates tokens faster at 138 tok/s vs 62 tok/s. However, GPT-5.4 (Non-reasoning) has lower time-to-first-token (0.65s vs 1.18s).

When should I use Sarvam M (Reasoning) vs GPT-5.4 (Non-reasoning)?

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