Compare/Nova 2.0 Lite (Non-reasoning) vs Gemini 3.5 Flash-Lite

Nova 2.0 Lite (Non-reasoning)vsGemini 3.5 Flash-Lite

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

Amazon

Nova 2.0 Lite (Non-reasoning)

Input
$0.3/M
Output
$2.5/M
Speed
146 tok/s
TTFT
1.08s
Google

Gemini 3.5 Flash-Lite

Input
$0.3/M
Output
$2.5/M
Speed
332 tok/s
TTFT
9.76s

Winner by Category

Cheaper
Tie
Faster (tok/s)
Gemini 3.5 Flash-Lite
Lower Latency
Nova 2.0 Lite (Non-reasoning)
Benchmarks (0-2)
Gemini 3.5 Flash-Lite

Pricing Comparison

MetricNova 2.0 Lite (Non-reasoning)Gemini 3.5 Flash-Lite
Input ($/M tokens)$0.3$0.3
Output ($/M tokens)$2.5$2.5
Cost for 1M input + 100K output tokens:
Nova 2.0 Lite (Non-reasoning)$0.55
Gemini 3.5 Flash-Lite$0.55

Speed Comparison

Output Speed (tokens/s) — higher is better
Nova 2.0 Lite (Non-reasoning)
146 tok/s
Gemini 3.5 Flash-Lite
332 tok/s
Time to First Token (seconds) — lower is better
Nova 2.0 Lite (Non-reasoning)
1.08s
Gemini 3.5 Flash-Lite
9.76s

Editorial Analysis

Verdict. Gemini 3.5 Flash-Lite 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, Gemini 3.5 Flash-Lite is meaningfully cheaper if your traffic is output-heavy (long completions, document generation, agent loops). Gemini 3.5 Flash-Lite makes more sense when output volume is low and absolute reasoning quality justifies the premium.

Strengths. Nova 2.0 Lite (Non-reasoning) is strongest on Intelligence Index (11.8). Gemini 3.5 Flash-Lite leads on Coding Index (49.3), Intelligence Index (37.4).

Speed. On throughput, Gemini 3.5 Flash-Lite generates tokens at 332 tok/s versus 146 tok/s — about 56% faster. On time-to-first-token, Nova 2.0 Lite (Non-reasoning) responds in 1080ms vs 9760ms, which matters most for chat-style UIs.

Provider. Amazon and Google sell to overlapping but distinct developer audiences: Amazon tends to ship frontier reasoning models with premium positioning, while Google 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): Nova 2.0 Lite (Non-reasoning) costs $46.50 ($558/year); Gemini 3.5 Flash-Lite costs $46.50 ($558/year). At a smaller 5M-input/2M-output scale (single-developer tool or prototype): Nova 2.0 Lite (Non-reasoning) ≈ $6.50/run, Gemini 3.5 Flash-Lite ≈ $6.50/run. At agent/realtime scale (200M input / 100M output per million requests): Nova 2.0 Lite (Non-reasoning) ≈ $310/run, Gemini 3.5 Flash-Lite ≈ $310/run.

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

  • On throughput, Gemini 3.5 Flash-Lite is 2.28× faster (332 tok/s vs 146 tok/s). For streaming chat or real-time agents this alone often flips the recommendation.
  • Time-to-first-token differs by 9.0× — Nova 2.0 Lite (Non-reasoning) responds in 1080ms vs 9760ms. For interactive chat UIs this can matter more than raw benchmark wins.

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
11.837.4
Coding Index
49.3
Math Index
GPQA Diamond
MMLU-Pro
LiveCodeBench
AIME 2025
MATH-500
Humanity's Last Exam
SciCode
IFBench
TerminalBench
Nova 2.0 Lite (Non-reasoning)0 wins
2 winsGemini 3.5 Flash-Lite

Frequently Asked Questions

Which is cheaper, Nova 2.0 Lite (Non-reasoning) or Gemini 3.5 Flash-Lite?

Both models have similar pricing. Check the detailed breakdown above for input vs output token costs.

Which model performs better on benchmarks?

Gemini 3.5 Flash-Lite wins 2 out of 12 benchmarks compared to 0 for Nova 2.0 Lite (Non-reasoning). See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Gemini 3.5 Flash-Lite generates tokens faster at 332 tok/s vs 146 tok/s. Nova 2.0 Lite (Non-reasoning) also has lower time-to-first-token (1.08s vs 9.76s).

When should I use Nova 2.0 Lite (Non-reasoning) vs Gemini 3.5 Flash-Lite?

Choose based on your priorities: both are similarly priced, Gemini 3.5 Flash-Lite for stronger benchmark performance, and Gemini 3.5 Flash-Lite for faster generation. For latency-sensitive apps, check the TTFT comparison above.