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DeepSeek V3 0324 vs Gemini 3.5 Flash Lite (batch)

Signal-by-Signal Comparison
SignalDeepSeek V3 0324DeltaGemini 3.5 Flash Lite (batch)
Capabilities
50
-50
100
Benchmarks
72
-2
74
Pricing
99
+0
99
Context window size
83
-13
96
Recency
33
-67
100
Output Capacity
83
+6
77
Overall Result
2 wins
of 6
4 wins
Gemini 3.5 Flash Lite (batch) wins 4 of 6 signals

Score History

Score History (32 data points)
DeepSeek V3 0324Gemini 3.5 Flash Lite (batch)
DeepSeek V3 0324

71.8

current score

Leader

Gemini 3.5 Flash Lite (batch)

right now

Gemini 3.5 Flash Lite (batch)

76.5

current score

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

DeepSeek V3 0324

DeepSeek

Best Value
Per request$0.000750
Daily$2.50
Monthly$75.00
Annual$900.00

Gemini 3.5 Flash Lite (batch)

Google

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

DeepSeek V3 0324 saves you $2.50/month

That's $30.00/year compared to Gemini 3.5 Flash Lite (batch) at your current usage level of 100K calls/month.

3% cheaper
Choose DeepSeek V3 0324 for cost optimization

DeepSeek V3 0324 pricing:
Input:$0.25/M tokens
Output:$1.00/M tokens
Gemini 3.5 Flash Lite (batch) pricing:
Input:$0.15/M tokens
Output:$1.25/M tokens
DeepSeek V3 0324

DeepSeek

72

Composite Score

Winner
Gemini 3.5 Flash Lite (batch)

Google

77

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V3 0324Gemini 3.5 Flash Lite (batch)Winner
Overall Score
72
77
Gemini 3.5 Flash Lite (batch)
Rank#153#116
Gemini 3.5 Flash Lite (batch)
Quality Rank#153#116
Gemini 3.5 Flash Lite (batch)
Adoption Rank#153#116
Gemini 3.5 Flash Lite (batch)
Parameters------
Context Window164K1049K
Gemini 3.5 Flash Lite (batch)
Pricing$0.25/$1.00/M$0.15/$1.25/M--
Signal Scores
Capabilities
50
100
Gemini 3.5 Flash Lite (batch)
Benchmarks
72
74
Gemini 3.5 Flash Lite (batch)
Pricing
99
99
DeepSeek V3 0324
Context window size
83
96
Gemini 3.5 Flash Lite (batch)
Recency
33
100
Gemini 3.5 Flash Lite (batch)
Output Capacity
83
77
DeepSeek V3 0324
Benchmark Head-to-Head(10 benchmarks)
DeepSeek V3: 0Gemini 3.5: 1
DeepSeek V3
Gemini 3.5
Normalized 0-100%
MMLU
89.2%-
MMLU-Pro
77.5%-
GPQA Diamond
62.5%-
MATH-500
92%-
HumanEval
84.5%-
IFEval
89%-
BBH
88%-
Arena Elo
13451456
LiveBench
53.3%-
BigCodeBench
27.7%-
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.

DeepSeek V3 0324Strong Performer

Scores 72/100 (rank #153), placing it in the top 48% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Gemini 3.5 Flash Lite (batch)Strong Performer

Scores 77/100 (rank #116), placing it in the top 60% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 5-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose DeepSeek V3 0324 when you need:

  • Self-hosted deployments where you need full control over the 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
Cost-Performance Analysis
DeepSeek V3 0324Best Value
Input cost$0.25/M tokens
Output cost$1.00/M tokens
Cost per quality point$0.017
Est. monthly (1M tokens/day)$18.75
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

DeepSeek V3 0324 offers 11% better value per quality point. At 1M tokens/day, you'd spend $18.75/month with DeepSeek V3 0324 vs $21.00/month with Gemini 3.5 Flash Lite (batch) - a $2.25 monthly difference.

Latency & Speed
DeepSeek V3 0324Faster
Speed score0/100
Gemini 3.5 Flash Lite (batch)
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

DeepSeek V3 0324

Customer support chatbot

Suitable for user-facing chat with competitive response times. DeepSeek V3 0324 also offers lower per-token costs for high-volume support

DeepSeek V3 0324

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 ($1.00/M) reduces costs when processing thousands of records daily

DeepSeek V3 0324

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) has a moderate advantage with a 4.700000000000003-point lead in composite score. It wins on more signal dimensions, but DeepSeek V3 0324 has specific strengths that could make it the better choice for certain workflows.

by DeepSeek

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 11% lower pricing; better value at scale
  • 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 Google

Consider for specialized use cases.

Capability Comparison
CapabilityDeepSeek V3 0324Gemini 3.5 Flash Lite (batch)
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

DeepSeek V3 0324

DeepSeek

Best Value
$1.65
estimated monthly cost

Gemini 3.5 Flash Lite (batch)

Google

$1.77
estimated monthly cost

DeepSeek V3 0324 saves you $0.1200/month

That's 7% 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
ParameterDeepSeek V3 0324Gemini 3.5 Flash Lite (batch)
Context Window164K1.0M
Max Output Tokens147,45665,536
Open SourceYesNo
CreatedMar 24, 2025Jul 21, 2026
Last updated: 46m ago

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