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Back to models

Data points: 178

Model compare

DeepSeek V4 Flash vs GLM-5.2

The readout for DeepSeek V4 Flash and GLM-5.2, before the detailed comparison sheet.

Model A

DeepSeek

DeepSeek V4 Flash

DeepSeek

Contender
vs

Model B

ChatGLM

GLM-5.2

Z.ai

Leading

Key Takeaways

Weighted outcome: GLM-5.2. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.

Decision read

GLM-5.2

GLM-5.2 has the higher weighted result; Model A / B score 46.7 to 53.3.

Evidence depth

178 data points

Includes 41 benchmark rows, 6 audit samples, and 9 provider examples.

Selection signal

Start with GLM-5.2

The charts below split 56 high-signal samples across speed, scores, and audit health.

Change comparison

Switch either side of this report to compare another model with the same LMSpeed data pipeline.

Select a different model to open a new comparison URL.

On this page

Comparison sheetWhen to choose each modelBenchmark score comparisonAPI audit comparisonProvider examplesFAQ

Comparison sheet

This report only uses LMSpeed data for DeepSeek V4 Flash and GLM-5.2: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

Model compare
DeepSeekDeepSeek V4 Flash
ChatGLMGLM-5.2
Overall leaderContenderLeading
Weighted overall score46.7 pts53.3 pts
Benchmark category leads2 categories4 categories
Operational advantagesCheapest input price, Average speed, First-token latency, Free providers, Provider coverageNo data
Context window1.0M tokens1.0M tokens
Max output393.2K tokens131.1K tokens
Modalities

Input

Text

Output

Text

Input

Text

Output

Text
Features
Text inputText outputTool callingStructured outputsJSON modeReasoning
Text inputText outputTool callingStructured outputsJSON modeReasoning

The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.

Model metadata

Model compare
DeepSeekDeepSeek V4 Flash
ChatGLMGLM-5.2
DeveloperDeepSeekZ.ai
ReleasedApr 2026Jun 2026
ParametersNo dataNo data
TokenizerDeepSeekOther
Knowledge cutoffNo dataNo data
OpenRouter IDdeepseek/deepseek-v4-flashz-ai/glm-5.2
ReferencesNo dataNo data

When to choose each model

This report only uses LMSpeed data for DeepSeek V4 Flash and GLM-5.2: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

DeepSeek

DeepSeek V4 Flash

DeepSeek V4 Flash is stronger in benchmark categories (Reasoning, Instruction following) and operational dimensions (Cheapest input price, Average speed, First-token latency, Free providers, Provider coverage).

ChatGLM

GLM-5.2

GLM-5.2 leads these benchmark categories: Agents, Coding, Knowledge, Math.

Benchmark score comparison

Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.

Category performance

Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.

Model A coverage
6 / 8
Model B coverage
6 / 8
Shared
6 shared categories

Avg. score

DeepSeek V4 Flash

47.2

Avg. score

GLM-5.2

59.1

Agents

GLM-5.2 leads by 12.6

DeepSeek V4 Flash48.4
GLM-5.261

Coding

GLM-5.2 leads by 4.3

DeepSeek V4 Flash51.5
GLM-5.255.8

Reasoning

DeepSeek V4 Flash leads by 0.1

DeepSeek V4 Flash55
GLM-5.254.9

Knowledge

GLM-5.2 leads by 20.2

DeepSeek V4 Flash38.1
GLM-5.258.3

Math

GLM-5.2 leads by 34.1

DeepSeek V4 Flash36.4
GLM-5.270.5

Multilingual

No data

DeepSeek V4 Flash-
GLM-5.2-

Multimodal

No data

DeepSeek V4 Flash-
GLM-5.2-

Instruction following

DeepSeek V4 Flash leads by 0.1

DeepSeek V4 Flash53.9
GLM-5.253.8

Professional benchmark details

Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.

Aggregatereported

BenchLM overall score

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

56.0

Rank #48/91 · confidence 2 · eval date 2026-07-31

+14.0

GLM-5.2

winner

70.0

Rank #16/91 · confidence 2 · eval date 2026-06-16

Pricingverified

Output price

SourceDeepSeek V4 Flash (Reasoning, High Effort)

DeepSeek V4 Flash

winner

$0.280/M

Rank #7/170 · confidence 4

+$4.12/M

GLM-5.2

$4.40/M

Rank #103/170 · confidence 4

Pricingverified

Blended price

SourceDeepSeek V4 Flash (Reasoning, High Effort)

DeepSeek V4 Flash

winner

$0.175/M

Rank #12/170 · confidence 4

+$1.97/M

GLM-5.2

$2.15/M

Rank #110/170 · confidence 4

Pricingverified

Input price

SourceDeepSeek V4 Flash (Reasoning, High Effort)

DeepSeek V4 Flash

winner

$0.140/M

Rank #18/170 · confidence 4

+$1.26/M

GLM-5.2

$1.40/M

Rank #122/170 · confidence 4

Reasoningreported

CritPt

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

7.1

Rank #33/78 · confidence 2 · eval date 2026-07-31

+13.8

GLM-5.2

winner

20.9

Rank #10/78 · confidence 2 · eval date 2026-06-16

Reasoningverified

HLE

SourceDeepSeek V4 Flash (Reasoning, High Effort)

DeepSeek V4 Flash

27.8%

Rank #42/194 · confidence 4

+12.3%

GLM-5.2

winner

40.1%

Rank #14/194 · confidence 4

Reasoningreported

AA-LCR

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

63.0

Rank #57/94 · confidence 2 · eval date 2026-07-31

+8.3

GLM-5.2

winner

71.3

Rank #15/94 · confidence 2 · eval date 2026-06-16

Reasoningverified

GPQA

SourceDeepSeek V4 Flash (Reasoning, High Effort)

DeepSeek V4 Flash

86.7%

Rank #41/195 · confidence 4

+2.8%

GLM-5.2

winner

89.5%

Rank #28/195 · confidence 4

Codingreported

NL2Repo

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

winner

54.2

Rank #1/11 · confidence 2 · eval date 2026-07-31

+5.3

GLM-5.2

48.9

Rank #2/11 · confidence 2 · eval date 2026-06-16

Codingreported

Terminal-Bench Hard

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

35.6

Rank #10/13 · confidence 2 · eval date 2026-07-31

+15.2

GLM-5.2

winner

50.8

Rank #5/13 · confidence 2 · eval date 2026-06-16

Codingreported

Terminal-Bench 2.0

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

56.9

Rank #26/31 · confidence 2 · eval date 2026-07-31

+24.1

GLM-5.2

winner

81.0

Rank #7/31 · confidence 2 · eval date 2026-06-16

Codingreported

SWE-bench Pro

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

52.6

Rank #37/43 · confidence 2 · eval date 2026-07-31

+9.5

GLM-5.2

winner

62.1

Rank #10/43 · confidence 2 · eval date 2026-06-16

Codingreported

AA Coding Index

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

56.2

Rank #26/64 · confidence 2 · eval date 2026-07-31

+12.6

GLM-5.2

winner

68.8

Rank #17/64 · confidence 2 · eval date 2026-06-16

Codingverified

SciCode

SourceDeepSeek V4 Flash (Reasoning, High Effort)

DeepSeek V4 Flash

42.0%

Rank #57/192 · confidence 4

+8.5%

GLM-5.2

winner

50.5%

Rank #18/192 · confidence 4

Codingreported

AA-SciCode

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

44.9

Rank #45/101 · confidence 2 · eval date 2026-07-31

+5.6

GLM-5.2

winner

50.5

Rank #22/101 · confidence 2 · eval date 2026-06-16

Codingreported

BenchLM Coding score

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

46.8

Rank #52/72 · confidence 2 · eval date 2026-07-31

+3.6

GLM-5.2

winner

50.4

Rank #43/72 · confidence 2 · eval date 2026-06-16

Mathreported

HMMT Feb 2026

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

winner

94.8

Rank #3/15 · confidence 2 · eval date 2026-07-31

+2.3

GLM-5.2

92.5

Rank #6/15 · confidence 2 · eval date 2026-06-16

Mathreported

BenchLM Math score

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

winner

81.6

Rank #6/58 · confidence 2 · eval date 2026-07-31

+0.2

GLM-5.2

81.4

Rank #7/58 · confidence 2 · eval date 2026-06-16

Knowledgereported

AA Openness Index

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

winner

50.0

Rank #1/9 · confidence 2 · eval date 2026-07-31

+5.6

GLM-5.2

44.4

Rank #3/9 · confidence 2 · eval date 2026-06-16

Knowledgereported

AA-Omniscience Hallucination Rate

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

winner

95.8

Rank #1/95 · confidence 2 · eval date 2026-07-31

+67.7

GLM-5.2

28.1

Rank #89/95 · confidence 2 · eval date 2026-06-16

Knowledgereported

BenchLM Knowledge score

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

60.1

Rank #46/61 · confidence 2 · eval date 2026-07-31

+22.3

GLM-5.2

winner

82.4

Rank #11/61 · confidence 2 · eval date 2026-06-16

Knowledgereported

GPQA-D

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

88.1

Rank #19/26 · confidence 2 · eval date 2026-07-31

+3.1

GLM-5.2

winner

91.2

Rank #12/26 · confidence 2 · eval date 2026-06-16

Knowledgereported

AA-HLE

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

32.1

Rank #30/101 · confidence 2 · eval date 2026-07-31

+8.0

GLM-5.2

winner

40.1

Rank #13/101 · confidence 2 · eval date 2026-06-16

Knowledgereported

Artificial Analysis Intelligence Index

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

40.3

Rank #31/104 · confidence 2 · eval date 2026-07-31

+10.8

GLM-5.2

winner

51.1

Rank #13/104 · confidence 2 · eval date 2026-06-16

Knowledgereported

AA-GPQA Diamond

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

89.4

Rank #30/101 · confidence 2 · eval date 2026-07-31

+0.1

GLM-5.2

winner

89.5

Rank #29/101 · confidence 2 · eval date 2026-06-16

Knowledgereported

AA-Omniscience Accuracy

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

winner

37.2

Rank #37/95 · confidence 2 · eval date 2026-07-31

+12.1

GLM-5.2

25.1

Rank #62/95 · confidence 2 · eval date 2026-06-16

Multimodalreported

Design Arena Website

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

1233.0

Rank #36/69 · confidence 2 · eval date 2026-07-31

+108.0

GLM-5.2

winner

1341.0

Rank #2/69 · confidence 2 · eval date 2026-06-16

Instruction followingreported

AA-IFBench

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

winner

79.2

Rank #5/86 · confidence 2 · eval date 2026-07-31

+5.9

GLM-5.2

73.3

Rank #26/86 · confidence 2 · eval date 2026-06-16

Agentsreported

τ²-bench results

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

95.0

Rank #21/84 · confidence 2 · eval date 2026-07-31

+4.1

GLM-5.2

winner

99.1

Rank #1/84 · confidence 2 · eval date 2026-06-16

Agentsreported

AA Harvey LAB

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

81.3

Rank #14/17 · confidence 2 · eval date 2026-07-31

+9.7

GLM-5.2

winner

91.0

Rank #6/17 · confidence 2 · eval date 2026-06-16

Agentsreported

AA ITBench

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

31.5

Rank #11/12 · confidence 2 · eval date 2026-07-31

+11.2

GLM-5.2

winner

42.7

Rank #6/12 · confidence 2 · eval date 2026-06-16

Agentsreported

AA Briefcase

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

833.0

Rank #16/18 · confidence 2 · eval date 2026-07-31

+421.0

GLM-5.2

winner

1254.0

Rank #8/18 · confidence 2 · eval date 2026-06-16

Agentsreported

MCP Atlas

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

69.0

Rank #18/27 · confidence 2 · eval date 2026-07-31

+7.8

GLM-5.2

winner

76.8

Rank #8/27 · confidence 2 · eval date 2026-06-16

Agentsreported

Terminal-Bench 2.0

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

56.9

Rank #36/51 · confidence 2 · eval date 2026-07-31

+24.1

GLM-5.2

winner

81.0

Rank #8/51 · confidence 2 · eval date 2026-06-16

Agentsreported

AA Tau3 Banking

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

22.9

Rank #15/17 · confidence 2 · eval date 2026-07-31

+3.9

GLM-5.2

winner

26.8

Rank #9/17 · confidence 2 · eval date 2026-06-16

Agentsreported

AA EnterpriseOps-Gym

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

39.6

Rank #13/17 · confidence 2 · eval date 2026-07-31

+3.1

GLM-5.2

winner

42.7

Rank #10/17 · confidence 2 · eval date 2026-06-16

Agentsreported

GDPval-AA

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

1189.0

Rank #25/60 · confidence 2 · eval date 2026-07-31

+321.0

GLM-5.2

winner

1510.0

Rank #10/60 · confidence 2 · eval date 2026-06-16

Agentsreported

GDPval-AA

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

34.4

Rank #25/55 · confidence 2 · eval date 2026-07-31

+16.1

GLM-5.2

winner

50.5

Rank #10/55 · confidence 2 · eval date 2026-06-16

Agentsreported

AA Agentic Index

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

31.1

Rank #20/60 · confidence 2 · eval date 2026-07-31

+12.0

GLM-5.2

winner

43.1

Rank #12/60 · confidence 2 · eval date 2026-06-16

Agentsreported

Toolathlon

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

47.8

Rank #13/22 · confidence 2 · eval date 2026-07-31

+0.4

GLM-5.2

winner

48.2

Rank #12/22 · confidence 2 · eval date 2026-06-16

Agentsreported

BenchLM Agentic score

SourceDeepSeek V4 Flash (Max)

DeepSeek V4 Flash

46.7

Rank #44/60 · confidence 2 · eval date 2026-07-31

+34.3

GLM-5.2

winner

81.0

Rank #15/60 · confidence 2 · eval date 2026-06-16

API audit comparison

Latest completed audits from shared providers, with four safety and integrity score groups plus report links.

Provider
DeepSeekDeepSeek V4 Flash
ChatGLMGLM-5.2
Xinjianya APIWinner: GLM-5.2
DeepSeek

DeepSeek V4 Flash

deepseek-ai/deepseek-v4-flash

No audit yet

ChatGLM

GLM-5.2

z-ai/glm-5.2

Audit score

96

View report
10084100100
AutoRouterWinner: DeepSeek V4 Flash
DeepSeek

DeepSeek V4 Flash

deepseek-v4-flash

Audit score

93

View report
1008486100
ChatGLM

GLM-5.2

glm-5.2

No audit yet

PICO APIWinner: DeepSeek V4 Flash
DeepSeek

DeepSeek V4 Flash

deepseek-v4-flash

Audit score

92

View report
10068100100
ChatGLM

GLM-5.2

glm-5.2

No audit yet

向量引擎Winner: DeepSeek V4 Flash
DeepSeek

DeepSeek V4 Flash

deepseek-v4-flash

Audit score

92

View report
1008484100
ChatGLM

GLM-5.2

glm-5.2

No audit yet

速创APIWinner: DeepSeek V4 Flash
DeepSeek

DeepSeek V4 Flash

deepseek-v4-flash

Audit score

92

View report
10068100100
ChatGLM

GLM-5.2

glm-5.2

No audit yet

YUNWU APIWinner: DeepSeek V4 Flash
DeepSeek

DeepSeek V4 Flash

deepseek-v4-flash

Audit score

85

View report
846886100
ChatGLM

GLM-5.2

glm-5.2

No audit yet

Provider examples

Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.

Provider
DeepSeekDeepSeek V4 Flash
ChatGLMGLM-5.2
OpenCode140 tests
DeepSeek

DeepSeek V4 Flash

speed / latency

69 tok/s / 17982ms

input / output

No data

ChatGLM

GLM-5.2

speed / latency

62 tok/s / 8564ms

input / output

No data

NVIDIA NIM75 tests
DeepSeek

DeepSeek V4 Flash

speed / latency

24 tok/s / 13618ms

input / output

No data

ChatGLM

GLM-5.2

speed / latency

49 tok/s / 1704ms

input / output

No data

Ollama60 tests
DeepSeek

DeepSeek V4 Flash

speed / latency

N/A / N/A

input / output

No data

ChatGLM

GLM-5.2

speed / latency

91 tok/s / 6210ms

input / output

No data

火山引擎 Ark35 tests
DeepSeek

DeepSeek V4 Flash

speed / latency

73 tok/s / 3161ms

input / output

No data

ChatGLM

GLM-5.2

speed / latency

48 tok/s / 7975ms

input / output

No data

SiliconFlow30 tests
DeepSeek

DeepSeek V4 Flash

speed / latency

45 tok/s / 9731ms

input / output

No data

ChatGLM

GLM-5.2

speed / latency

52 tok/s / 10991ms

input / output

No data

91VIP API
DeepSeek

DeepSeek V4 Flash

deepseek-ai/deepseek-v4-flash

speed / latency

No data

input / output

$0/request

ChatGLM

GLM-5.2

glm-5.2

speed / latency

No data

input / output

$0.200/request

Dext API
DeepSeek

DeepSeek V4 Flash

deepseek-v4-flash

speed / latency

No data

input / output

$0.012/M/$0.023/M

ChatGLM

GLM-5.2

glm-5.2

speed / latency

No data

input / output

$0/M/$0/M

Moyanjdc API
DeepSeek

DeepSeek V4 Flash

deepseek-v4-flash

speed / latency

No data

input / output

$0/M/$0/M

ChatGLM

GLM-5.2

glm-5.2

speed / latency

No data

input / output

$0/M/$0/M

Zero API
DeepSeek

DeepSeek V4 Flash

deepseek-v4-flash

speed / latency

No data

input / output

$0/M/$0/M

ChatGLM

GLM-5.2

glm-5.2

speed / latency

No data

input / output

$0.096/M/$0.301/M

FAQ

Weighted outcome: GLM-5.2. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.

Why is this comparison indexable?
It has 6 verifiable comparison points, and both models have pricing or benchmark data.
Are missing metrics invented?
No. Metrics without LMSpeed data are omitted from this report.

Related compare reports

Continue from DeepSeek V4 Flash vs GLM-5.2 into nearby model comparisons with enough verified LMSpeed data.

DeepSeekDeepSeek V4 Flash vs GPT 5deepseek-v4-flash-vs-gpt-5DeepSeekDeepSeek V4 Flash vs GPT 5 1deepseek-v4-flash-vs-gpt-5-1DeepSeekDeepSeek V4 Flash vs GPT 5 2deepseek-v4-flash-vs-gpt-5-2DeepSeekDeepSeek V4 Flash vs GPT 4deepseek-v4-flash-vs-gpt-4

Data as of Aug 2, 2026, 11:42 AM·Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.