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DeepSeek V3 vs GLM 5.3 Flash

DeepSeek V3

DeepSeek

70#134
vs
GLM 5.3 Flash

Zhipu AI

70#132
Signal-by-Signal Comparison
SignalDeepSeek V3DeltaGLM 5.3 Flash
Capabilities
50
-33
83
Benchmarks
70
+1
69
Pricing
99
--
99
Context window size
83
-13
96
Recency
14
-86
100
Output Capacity
67
-28
96
Overall Result
1 wins
of 6
4 wins
GLM 5.3 Flash wins 4 of 6 signals

Score History

Score History (35 data points)
DeepSeek V3GLM 5.3 Flash
DeepSeek V3

69.5

current score

Leader

GLM 5.3 Flash

right now

GLM 5.3 Flash

69.7

current score

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

DeepSeek V3

DeepSeek

Per request$0.000765
Daily$2.55
Monthly$76.50
Annual$918.00

GLM 5.3 Flash

Zhipu AI

Best Value
Per request$0.000476
Daily$1.59
Monthly$47.61
Annual$571.32

GLM 5.3 Flash saves you $28.89/month

That's $346.68/year compared to DeepSeek V3 at your current usage level of 100K calls/month.

38% cheaper
Choose GLM 5.3 Flash for cost optimization

DeepSeek V3 pricing:
Input:$0.32/M tokens
Output:$0.89/M tokens
GLM 5.3 Flash pricing:
Input:$0.03/M tokens
Output:$0.90/M tokens
DeepSeek V3

DeepSeek

70

Composite Score

Winner
GLM 5.3 Flash

Zhipu AI

70

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V3GLM 5.3 FlashWinner
Overall Score
70
70
GLM 5.3 Flash
Rank#134#132
GLM 5.3 Flash
Quality Rank#134#132
GLM 5.3 Flash
Adoption Rank#134#132
GLM 5.3 Flash
Parameters------
Context Window164K1049K
GLM 5.3 Flash
Pricing$0.32/$0.89/M$0.03/$0.90/M--
Signal Scores
Capabilities
50
83
GLM 5.3 Flash
Benchmarks
70
69
DeepSeek V3
Pricing
99
99
DeepSeek V3
Context window size
83
96
GLM 5.3 Flash
Recency
14
100
GLM 5.3 Flash
Output Capacity
67
96
GLM 5.3 Flash
Benchmark Head-to-Head(13 benchmarks)
DeepSeek V3: 0GLM 5.3: 1
DeepSeek V3
GLM 5.3
Normalized 0-100%
MMLU
88.5%-
MMLU-Pro
75.9%86%
GPQA Diamond
59.1%-
MATH-500
90.2%-
HumanEval
82.6%-
SWE-bench Verified
42%-
AIME 2024
39.2%-
GSM8K
96.7%-
IFEval
87.1%-
BBH
87.5%-
Arena Elo
1318-
LiveBench
60.4%-
BigCodeBench
50%-
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 V3Competitive

Scores 70/100 (rank #134), placing it in the top 54% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GLM 5.3 FlashCompetitive

Scores 70/100 (rank #132), placing it in the top 55% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-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 when you need:

  • Self-hosted deployments where you need full control over the model

Choose GLM 5.3 Flash 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
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
DeepSeek V3
Input cost$0.32/M tokens
Output cost$0.89/M tokens
Cost per quality point$0.017
Est. monthly (1M tokens/day)$18.15
GLM 5.3 FlashBest Value
Input cost$0.03/M tokens
Output cost$0.90/M tokens
Cost per quality point$0.013
Est. monthly (1M tokens/day)$13.89

GLM 5.3 Flash offers 23% better value per quality point. At 1M tokens/day, you'd spend $13.89/month with GLM 5.3 Flash vs $18.15/month with DeepSeek V3 - a $4.26 monthly difference.

Latency & Speed
DeepSeek V3Faster
Speed score0/100
GLM 5.3 Flash
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

Customer support chatbot

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

DeepSeek V3

Long document analysis

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

GLM 5.3 Flash

Batch data extraction

Lower output pricing ($0.89/M) reduces costs when processing thousands of records daily

DeepSeek V3

Creative writing & content

Higher overall composite score (70/100) correlates with better nuance, coherence, and style in long-form content

GLM 5.3 Flash

Image understanding & OCR

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

GLM 5.3 Flash
Which Should You Choose?
Our recommendation:
GLM 5.3 Flash

DeepSeek V3 and GLM 5.3 Flash are extremely close in overall performance (only 0.20000000000000284 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by DeepSeek

  • 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
GLM 5.3 Flash
Recommended

by Zhipu AI

  • Choose for Cost - 23% lower pricing; better value at scale
Capability Comparison
CapabilityDeepSeek V3GLM 5.3 Flash
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

DeepSeek V3

DeepSeek

$1.64
estimated monthly cost

GLM 5.3 Flash

Zhipu AI

Best Value
$1.13
estimated monthly cost

GLM 5.3 Flash saves you $0.5170/month

That's 31% cheaper than DeepSeek V3 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 V3GLM 5.3 Flash
Context Window164K1.0M
Max Output Tokens16,384943,718
Open SourceYesYes
CreatedDec 26, 2024Aug 26, 2026
Last updated: 55m ago

相关对比

DeepSeek V3 vs GLM 5.3 Flash (2026) | LM Market Cap