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Gemini 3.7 Flash (batch) vs GLM 5.3 FlashX

vs
GLM 5.3 FlashX

Zhipu AI

78#109
Signal-by-Signal Comparison
SignalGemini 3.7 Flash (batch)DeltaGLM 5.3 FlashX
Capabilities
100
+17
83
Pricing
98
-1
99
Context window size
96
--
96
Recency
100
--
100
Output Capacity
77
-5
82
Benchmarks
0
-77
77
Overall Result
1 wins
of 6
3 wins
GLM 5.3 FlashX wins 3 of 6 signals

Score History

Score History (6 data points)
Gemini 3.7 Flash (batch)GLM 5.3 FlashX
Gemini 3.7 Flash (batch)

40

current score

Leader

GLM 5.3 FlashX

right now

GLM 5.3 FlashX

77.9

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$0.001312
Daily$4.38
Monthly$131.25
Annual$1575.00

GLM 5.3 FlashX

Zhipu AI

Best Value
Per request$0.000995
Daily$3.32
Monthly$99.50
Annual$1194.00

GLM 5.3 FlashX saves you $31.75/month

That's $381.00/year compared to Gemini 3.7 Flash (batch) at your current usage level of 100K calls/month.

24% cheaper
Choose GLM 5.3 FlashX for cost optimization

Gemini 3.7 Flash (batch) pricing:
Input:$0.38/M tokens
Output:$1.88/M tokens
GLM 5.3 FlashX pricing:
Input:$0.37/M tokens
Output:$1.25/M tokens
Gemini 3.7 Flash (batch)

Google

40

Composite Score

Winner
GLM 5.3 FlashX

Zhipu AI

78

Composite Score

Signal-by-Signal Comparison
MetricGemini 3.7 Flash (batch)GLM 5.3 FlashXWinner
Overall Score
40
78
GLM 5.3 FlashX
Rank#266#109
GLM 5.3 FlashX
Quality Rank#266#109
GLM 5.3 FlashX
Adoption Rank#266#109
GLM 5.3 FlashX
Parameters------
Context Window1049K1049K--
Pricing$0.38/$1.88/M$0.37/$1.25/M--
Signal Scores
Capabilities
100
83
Gemini 3.7 Flash (batch)
Pricing
98
99
GLM 5.3 FlashX
Context window size
96
96
Gemini 3.7 Flash (batch)
Recency
100
100
Gemini 3.7 Flash (batch)
Output Capacity
77
82
GLM 5.3 FlashX
Benchmarks--
77
GLM 5.3 FlashX
Benchmark Head-to-Head(1 benchmarks)
Gemini 3.7: 0GLM 5.3: 0
Gemini 3.7
GLM 5.3
Normalized 0-100%
Arena Elo
-1475
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 #266), placing it in the top 9% of all 290 models tracked.

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

Scores 78/100 (rank #109), placing it in the top 63% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GLM 5.3 FlashX has a 38-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 FlashX when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
Gemini 3.7 Flash (batch)
Input cost$0.38/M tokens
Output cost$1.88/M tokens
Cost per quality point$0.056
Est. monthly (1M tokens/day)$33.75
GLM 5.3 FlashXBest Value
Input cost$0.37/M tokens
Output cost$1.25/M tokens
Cost per quality point$0.021
Est. monthly (1M tokens/day)$24.30

GLM 5.3 FlashX offers 28% better value per quality point. At 1M tokens/day, you'd spend $24.30/month with GLM 5.3 FlashX vs $33.75/month with Gemini 3.7 Flash (batch) - a $9.45 monthly difference.

Latency & Speed
Gemini 3.7 Flash (batch)Faster
Speed score0/100
GLM 5.3 FlashX
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 FlashX also offers lower per-token costs for high-volume support

Gemini 3.7 Flash (batch)

Long document analysis

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

Gemini 3.7 Flash (batch)

Batch data extraction

Lower output pricing ($1.25/M) reduces costs when processing thousands of records daily

GLM 5.3 FlashX

Creative writing & content

Higher overall composite score (78/100) correlates with better nuance, coherence, and style in long-form content

GLM 5.3 FlashX

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 FlashX

GLM 5.3 FlashX clearly outperforms Gemini 3.7 Flash (batch) with a significant 37.900000000000006-point lead. For most general use cases, GLM 5.3 FlashX 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 FlashX
Recommended

by Zhipu AI

  • Choose for Cost - 28% lower pricing; better value at scale
Capability Comparison
CapabilityGemini 3.7 Flash (batch)GLM 5.3 FlashX
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

$2.92
estimated monthly cost

GLM 5.3 FlashX

Zhipu AI

Best Value
$2.17
estimated monthly cost

GLM 5.3 FlashX saves you $0.7590/month

That's 26% 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 FlashX
Context Window1.0M1.0M
Max Output Tokens65,536131,072
Open SourceNoNo
CreatedAug 13, 2026Sep 18, 2026
Last updated: 1h ago

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