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Gemini 3.7 Flash (batch) vs GLM 5.3 Flash

vs
GLM 5.3 Flash

Zhipu AI

84#68
Signal-by-Signal Comparison
SignalGemini 3.7 Flash (batch)DeltaGLM 5.3 Flash
Capabilities
100
+17
83
Pricing
99
-1
100
Context window size
96
-2
97
Recency
100
--
100
Output Capacity
77
-5
82
Benchmarks
0
-84
84
Overall Result
1 wins
of 6
4 wins
GLM 5.3 Flash wins 4 of 6 signals

Score History

Score History (3 data points)
Gemini 3.7 Flash (batch)GLM 5.3 Flash
Gemini 3.7 Flash (batch)

40

current score

Leader

GLM 5.3 Flash

right now

GLM 5.3 Flash

83.6

current score

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

Gemini 3.7 Flash (batch)

Google

Per request$0.000656
Daily$2.19
Monthly$65.63
Annual$787.50

GLM 5.3 Flash

Zhipu AI

Best Value
Per request$0.000200
Daily$0.67
Monthly$20.00
Annual$240.00

GLM 5.3 Flash saves you $45.63/month

That's $547.50/year compared to Gemini 3.7 Flash (batch) at your current usage level of 100K calls/month.

70% cheaper
Choose GLM 5.3 Flash for cost optimization

Gemini 3.7 Flash (batch) pricing:
Input:$0.19/M tokens
Output:$0.94/M tokens
GLM 5.3 Flash pricing:
Input:$0.07/M tokens
Output:$0.25/M tokens
Gemini 3.7 Flash (batch)

Google

40

Composite Score

Winner
GLM 5.3 Flash

Zhipu AI

84

Composite Score

Signal-by-Signal Comparison
MetricGemini 3.7 Flash (batch)GLM 5.3 FlashWinner
Overall Score
40
84
GLM 5.3 Flash
Rank#247#68
GLM 5.3 Flash
Quality Rank#247#68
GLM 5.3 Flash
Adoption Rank#247#68
GLM 5.3 Flash
Parameters------
Context Window1049K1311K
GLM 5.3 Flash
Pricing$0.19/$0.94/M$0.07/$0.25/M--
Signal Scores
Capabilities
100
83
Gemini 3.7 Flash (batch)
Pricing
99
100
GLM 5.3 Flash
Context window size
96
97
GLM 5.3 Flash
Recency
100
100
Gemini 3.7 Flash (batch)
Output Capacity
77
82
GLM 5.3 Flash
Benchmarks--
84
GLM 5.3 Flash
Benchmark Head-to-Head(3 benchmarks)
Gemini 3.7: 0GLM 5.3: 0
Gemini 3.7
GLM 5.3
Normalized 0-100%
MMLU-Pro
-86%
SWE-bench Verified
-72.8%
Arena Elo
-1457
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 3.7 Flash (batch)Entry Level

Scores 40/100 (rank #247), placing it in the top 15% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GLM 5.3 FlashStrong Performer

Scores 84/100 (rank #68), placing it in the top 77% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GLM 5.3 Flash has a 44-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 3.7 Flash (batch) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving

Choose GLM 5.3 Flash 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 3.7 Flash (batch)
Input cost$0.19/M tokens
Output cost$0.94/M tokens
Cost per quality point$0.028
Est. monthly (1M tokens/day)$16.88
GLM 5.3 FlashBest Value
Input cost$0.07/M tokens
Output cost$0.25/M tokens
Cost per quality point$0.004
Est. monthly (1M tokens/day)$4.88

GLM 5.3 Flash offers 71% better value per quality point. At 1M tokens/day, you'd spend $4.88/month with GLM 5.3 Flash vs $16.88/month with Gemini 3.7 Flash (batch) - a $12.00 monthly difference.

Latency & Speed
Gemini 3.7 Flash (batch)Faster
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

Gemini 3.7 Flash (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. GLM 5.3 Flash also offers lower per-token costs for high-volume support

Gemini 3.7 Flash (batch)

Long document analysis

Larger context window (1311K tokens) can process longer documents, contracts, and research papers in a single pass

GLM 5.3 Flash

Batch data extraction

Lower output pricing ($0.25/M) reduces costs when processing thousands of records daily

GLM 5.3 Flash

Creative writing & content

Higher overall composite score (84/100) 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

Gemini 3.7 Flash (batch)
Which Should You Choose?
Our recommendation:
GLM 5.3 Flash

GLM 5.3 Flash clearly outperforms Gemini 3.7 Flash (batch) with a significant 43.599999999999994-point lead. For most general use cases, GLM 5.3 Flash is the stronger choice. However, Gemini 3.7 Flash (batch) 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
GLM 5.3 Flash
Recommended

by Zhipu AI

  • Choose for Cost - 71% lower pricing; better value at scale
Capability Comparison
CapabilityGemini 3.7 Flash (batch)GLM 5.3 Flash
Vision (Image Input)
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 3.7 Flash (batch)

Google

$1.46
estimated monthly cost

GLM 5.3 Flash

Zhipu AI

Best Value
$0.4350
estimated monthly cost

GLM 5.3 Flash saves you $1.03/month

That's 70% cheaper than Gemini 3.7 Flash (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 3.7 Flash (batch)GLM 5.3 Flash
Context Window1.0M1.3M
Max Output Tokens65,536131,072
Open SourceNoYes
CreatedAug 13, 2026Aug 26, 2026
Last updated: 39m ago

相关对比

Gemini 3.7 Flash (batch) vs GLM 5.3 Flash (2026) | LM Market Cap