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Compare/DeepSeek V4 Flash (Non-reasoning) vs Nemotron 3.5 Lightning

DeepSeek V4 Flash (Non-reasoning)vsNemotron 3.5 Lightning

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

DeepSeek

DeepSeek V4 Flash (Non-reasoning)

Input
$0.09/M
Output
$0.2/M
Speed
—
TTFT
—
NVIDIA

Nemotron 3.5 Lightning

Input
$0.06/M
Output
$0.2/M
Speed
302 tok/s
TTFT
0.57s

Winner by Category

Cheaper
Nemotron 3.5 Lightning
Faster (tok/s)
Nemotron 3.5 Lightning
Lower Latency
Nemotron 3.5 Lightning
Benchmarks (1-1)
Tie

Pricing Comparison

MetricDeepSeek V4 Flash (Non-reasoning)Nemotron 3.5 Lightning
Input ($/M tokens)$0.09$0.06
Output ($/M tokens)$0.2$0.2
Cost for 1M input + 100K output tokens:
DeepSeek V4 Flash (Non-reasoning)$0.11
Nemotron 3.5 Lightning$0.08

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek V4 Flash (Non-reasoning)
—
Nemotron 3.5 Lightning
302 tok/s
Time to First Token (seconds) — lower is better
DeepSeek V4 Flash (Non-reasoning)
—
Nemotron 3.5 Lightning
0.57s

Editorial Analysis

Verdict. DeepSeek V4 Flash (Non-reasoning) and Nemotron 3.5 Lightning split the benchmark comparison evenly at 1–1. The tiebreaker here is price, speed, and what you actually run them on.

Pricing. Both models sit in the budget bracket for output-token pricing. At 1.0× the per-million-token cost, Nemotron 3.5 Lightning is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Nemotron 3.5 Lightning makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. DeepSeek V4 Flash (Non-reasoning) is strongest on Intelligence Index (18.9). Nemotron 3.5 Lightning leads on Coding Index (26.8), Intelligence Index (13.6).

Speed. Speed data is incomplete for this pair; benchmark and price should decide.

Provider. DeepSeek and NVIDIA sell to overlapping but distinct developer audiences: DeepSeek tends to ship frontier reasoning models with premium positioning, while NVIDIA often prices more aggressively. Your existing vendor relationships, billing, and SLA preferences may matter as much as the raw numbers above.

Workload cost. Workload scenarios (per million requests at 30M input + 15M output tokens): DeepSeek V4 Flash (Non-reasoning) costs $5.70 ($68/year); Nemotron 3.5 Lightning costs $4.80 ($58/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): DeepSeek V4 Flash (Non-reasoning) ≈ $0.85/run, Nemotron 3.5 Lightning ≈ $0.70/run. At agent/realtime scale (200M input / 100M output per million requests): DeepSeek V4 Flash (Non-reasoning) ≈ $38/run, Nemotron 3.5 Lightning ≈ $32/run. Nemotron 3.5 Lightning becomes more attractive at higher volume — the absolute per-token pricing difference compounds when you ship at scale.

Recommendation. Both models have legitimate use cases — the right answer depends on whether you are optimizing for benchmark ceiling, latency, or unit cost. Start with the cheaper / faster model, evaluate against your specific task, and only switch if the upgrade shows a meaningful lift.

Head-to-head deltas

  • Benchmark wins tie exactly at 1–1. The tiebreaker on raw benchmark parity will be price, speed, or capability coverage.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
18.913.6
Coding Index
—26.8
Math Index
——
GPQA Diamond
——
MMLU-Pro
——
LiveCodeBench
——
AIME 2025
——
MATH-500
——
Humanity's Last Exam
——
SciCode
——
IFBench
——
TerminalBench
——
DeepSeek V4 Flash (Non-reasoning)1 wins
1 winsNemotron 3.5 Lightning

Frequently Asked Questions

Which is cheaper, DeepSeek V4 Flash (Non-reasoning) or Nemotron 3.5 Lightning?

Nemotron 3.5 Lightning is cheaper overall. Its blended price (3:1 input/output ratio) is $0.10/M tokens vs $0.12/M for DeepSeek V4 Flash (Non-reasoning).

Which model performs better on benchmarks?

It's a tie — both models win 1 benchmarks each across 12 evaluated categories. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Nemotron 3.5 Lightning generates tokens faster at 302 tok/s vs — tok/s. However, Nemotron 3.5 Lightning has lower time-to-first-token (0.57s vs —s).

When should I use DeepSeek V4 Flash (Non-reasoning) vs Nemotron 3.5 Lightning?

Choose based on your priorities: Nemotron 3.5 Lightning for lower cost, both perform similarly on benchmarks, and Nemotron 3.5 Lightning for faster generation. For latency-sensitive apps, check the TTFT comparison above.