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Compare/Apertus 8B Instruct vs Nemotron 3.5 Lightning

Apertus 8B InstructvsNemotron 3.5 Lightning

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

Swiss AI Initiative

Apertus 8B Instruct

Input
$0.1/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 (0-2)
Nemotron 3.5 Lightning

Pricing Comparison

MetricApertus 8B InstructNemotron 3.5 Lightning
Input ($/M tokens)$0.1$0.06
Output ($/M tokens)$0.2$0.2
Cost for 1M input + 100K output tokens:
Apertus 8B Instruct$0.12
Nemotron 3.5 Lightning$0.08

Speed Comparison

Output Speed (tokens/s) — higher is better
Apertus 8B Instruct
—
Nemotron 3.5 Lightning
302 tok/s
Time to First Token (seconds) — lower is better
Apertus 8B Instruct
—
Nemotron 3.5 Lightning
0.57s

Editorial Analysis

Verdict. Nemotron 3.5 Lightning takes the aggregate benchmark matchup 2–0 across 2 categories. Real workloads usually care about a handful of specific tasks — see the per-benchmark table above.

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. Apertus 8B Instruct is strongest on Intelligence Index (4.8). 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. Swiss AI Initiative and NVIDIA sell to overlapping but distinct developer audiences: Swiss AI Initiative 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): Apertus 8B Instruct costs $6.00 ($72/year); Nemotron 3.5 Lightning costs $4.80 ($58/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Apertus 8B Instruct ≈ $0.90/run, Nemotron 3.5 Lightning ≈ $0.70/run. At agent/realtime scale (200M input / 100M output per million requests): Apertus 8B Instruct ≈ $40/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.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
4.813.6
Coding Index
—26.8
Math Index
——
GPQA Diamond
——
MMLU-Pro
——
LiveCodeBench
——
AIME 2025
——
MATH-500
——
Humanity's Last Exam
——
SciCode
——
IFBench
——
TerminalBench
——
Apertus 8B Instruct0 wins
2 winsNemotron 3.5 Lightning

Frequently Asked Questions

Which is cheaper, Apertus 8B Instruct 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 $0.13/M for Apertus 8B Instruct.

Which model performs better on benchmarks?

Nemotron 3.5 Lightning wins 2 out of 12 benchmarks compared to 0 for Apertus 8B Instruct. 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 Apertus 8B Instruct vs Nemotron 3.5 Lightning?

Choose based on your priorities: Nemotron 3.5 Lightning for lower cost, Nemotron 3.5 Lightning for stronger benchmark performance, and Nemotron 3.5 Lightning for faster generation. For latency-sensitive apps, check the TTFT comparison above.