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Gemini 3.5 Flash Lite (batch) vs Nemotron Nano 9B V2 (free)

Signal-by-Signal Comparison
SignalGemini 3.5 Flash Lite (batch)DeltaNemotron Nano 9B V2 (free)
Capabilities
100
+33
67
Benchmarks
75
+75
0
Pricing
99
-1
100
Context window size
96
+14
81
Recency
100
+29
72
Output Capacity
80
+60
20
Overall Result
5 wins
of 6
1 wins
Gemini 3.5 Flash Lite (batch) wins 5 of 6 signals

Score History

Score History (25 data points)
Gemini 3.5 Flash Lite (batch)Nemotron Nano 9B V2 (free)
Gemini 3.5 Flash Lite (batch)

76.9

current score

Leader

Gemini 3.5 Flash Lite (batch)

right now

Nemotron Nano 9B V2 (free)

40

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Gemini 3.5 Flash Lite (batch)

Google

Per request$0.000775
Daily$2.58
Monthly$77.50
Annual$930.00

Nemotron Nano 9B V2 (free)

NVIDIA

Best Value
Per request$0.000000
Daily$0.00
Monthly$0.00
Annual$0.00

Nemotron Nano 9B V2 (free) saves you $77.50/month

That's $930.00/year compared to Gemini 3.5 Flash Lite (batch) at your current usage level of 100K calls/month.

100% cheaper
Choose Nemotron Nano 9B V2 (free) for cost optimization

Gemini 3.5 Flash Lite (batch) pricing:
Input:$0.15/M tokens
Output:$1.25/M tokens
Nemotron Nano 9B V2 (free) pricing:
Input:$0.00/M tokens
Output:$0.00/M tokens
Winner
Gemini 3.5 Flash Lite (batch)

Google

77

Composite Score

Nemotron Nano 9B V2 (free)

NVIDIA

40

Composite Score

Signal-by-Signal Comparison
MetricGemini 3.5 Flash Lite (batch)Nemotron Nano 9B V2 (free)Winner
Overall Score
77
40
Gemini 3.5 Flash Lite (batch)
Rank#113#320
Gemini 3.5 Flash Lite (batch)
Quality Rank#113#320
Gemini 3.5 Flash Lite (batch)
Adoption Rank#113#320
Gemini 3.5 Flash Lite (batch)
Parameters--9B--
Context Window1049K128K
Gemini 3.5 Flash Lite (batch)
Pricing$0.15/$1.25/MFree--
Signal Scores
Capabilities
100
67
Gemini 3.5 Flash Lite (batch)
Benchmarks
75
--
Gemini 3.5 Flash Lite (batch)
Pricing
99
100
Nemotron Nano 9B V2 (free)
Context window size
96
81
Gemini 3.5 Flash Lite (batch)
Recency
100
72
Gemini 3.5 Flash Lite (batch)
Output Capacity
80
20
Gemini 3.5 Flash Lite (batch)
Benchmark Head-to-Head(1 benchmarks)
Gemini 3.5: 0Nemotron Nano: 0
Gemini 3.5
Nemotron Nano
Normalized 0-100%
Arena Elo
1459-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Gemini 3.5 Flash Lite (batch)Strong Performer

Scores 77/100 (rank #113), placing it in the top 61% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Nemotron Nano 9B V2 (free)Entry Level

Scores 40/100 (rank #320), placing it in the top -10% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Gemini 3.5 Flash Lite (batch) has a 37-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Gemini 3.5 Flash Lite (batch) when you need:

  • Processing long documents or large codebases (1049K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose Nemotron Nano 9B V2 (free) when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Gemini 3.5 Flash Lite (batch)
Input cost$0.15/M tokens
Output cost$1.25/M tokens
Cost per quality point$0.018
Est. monthly (1M tokens/day)$21.00
Nemotron Nano 9B V2 (free)
Input cost$0.00/M tokens
Output cost$0.00/M tokens
Cost per quality point$0.000
Est. monthly (1M tokens/day)$0.00

Both models are priced similarly, so the decision comes down to quality and features rather than cost.

Latency & Speed
Gemini 3.5 Flash Lite (batch)Faster
Speed score0/100
Nemotron Nano 9B V2 (free)
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Gemini 3.5 Flash Lite (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. Nemotron Nano 9B V2 (free) also offers lower per-token costs for high-volume support

Gemini 3.5 Flash Lite (batch)

Long document analysis

Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass

Gemini 3.5 Flash Lite (batch)

Batch data extraction

Lower output pricing ($0.00/M) reduces costs when processing thousands of records daily

Nemotron Nano 9B V2 (free)

Creative writing & content

Higher overall composite score (77/100) correlates with better nuance, coherence, and style in long-form content

Gemini 3.5 Flash Lite (batch)

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Gemini 3.5 Flash Lite (batch)
Which Should You Choose?
Our recommendation:
Gemini 3.5 Flash Lite (batch)

Gemini 3.5 Flash Lite (batch) clearly outperforms Nemotron Nano 9B V2 (free) with a significant 36.900000000000006-point lead. For most general use cases, Gemini 3.5 Flash Lite (batch) is the stronger choice. However, Nemotron Nano 9B V2 (free) may still excel in niche scenarios.

by Google

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by NVIDIA

  • Choose for Cost - 100% lower pricing; better value at scale
Capability Comparison
CapabilityGemini 3.5 Flash Lite (batch)Nemotron Nano 9B V2 (free)
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Gemini 3.5 Flash Lite (batch)

Google

$1.77
estimated monthly cost

Nemotron Nano 9B V2 (free)

NVIDIA

Best Value
$0.000000
estimated monthly cost

Nemotron Nano 9B V2 (free) saves you $1.77/month

That's 100% cheaper than Gemini 3.5 Flash Lite (batch) at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterGemini 3.5 Flash Lite (batch)Nemotron Nano 9B V2 (free)
Context Window1.0M128K
Max Output Tokens65,536--
Open SourceNoYes
CreatedJul 21, 2026Sep 5, 2025
Last updated: 44m ago

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Gemini 3.5 Flash Lite (batch) vs Nemotron Nano 9B V2 (free) (2026) | LM Market Cap