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Claude Sonnet 4.6 vs GLM 5.2

Claude Sonnet 4.6

Anthropic

85#63
vs
GLM 5.2

Zhipu AI

69#136
Signal-by-Signal Comparison
SignalClaude Sonnet 4.6DeltaGLM 5.2
Capabilities
100
+33
67
Benchmarks
82
+13
69
Pricing
85
-8
93
Context window size
95
0
96
Recency
87
-13
100
Output Capacity
82
-14
96
Overall Result
2 wins
of 6
4 wins
GLM 5.2 wins 4 of 6 signals

Score History

Score History (37 data points)
Claude Sonnet 4.6GLM 5.2
Claude Sonnet 4.6

85.2

current score

Leader

Claude Sonnet 4.6

right now

GLM 5.2

68.9

current score

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

Claude Sonnet 4.6

Anthropic

Per request$0.010500
Daily$35.00
Monthly$1050.00
Annual$12600.00

GLM 5.2

Zhipu AI

Best Value
Per request$0.003534
Daily$11.78
Monthly$353.41
Annual$4240.92

GLM 5.2 saves you $696.59/month

That's $8359.08/year compared to Claude Sonnet 4.6 at your current usage level of 100K calls/month.

66% cheaper
Choose GLM 5.2 for cost optimization

Claude Sonnet 4.6 pricing:
Input:$3.00/M tokens
Output:$15.00/M tokens
GLM 5.2 pricing:
Input:$0.03/M tokens
Output:$7.00/M tokens
Winner
Claude Sonnet 4.6

Anthropic

85

Composite Score

GLM 5.2

Zhipu AI

69

Composite Score

Signal-by-Signal Comparison
MetricClaude Sonnet 4.6GLM 5.2Winner
Overall Score
85
69
Claude Sonnet 4.6
Rank#63#136
Claude Sonnet 4.6
Quality Rank#63#136
Claude Sonnet 4.6
Adoption Rank#63#136
Claude Sonnet 4.6
Parameters------
Context Window1000K1049K
GLM 5.2
Pricing$3.00/$15.00/M$0.03/$7.00/M--
Signal Scores
Capabilities
100
67
Claude Sonnet 4.6
Benchmarks
82
69
Claude Sonnet 4.6
Pricing
85
93
GLM 5.2
Context window size
95
96
GLM 5.2
Recency
87
100
GLM 5.2
Output Capacity
82
96
GLM 5.2
Benchmark Head-to-Head(13 benchmarks)
Claude Sonnet: 0GLM 5.2: 1
Claude Sonnet
GLM 5.2
Normalized 0-100%
MMLU
91.2%-
MMLU-Pro
79%86%
GPQA Diamond
82%-
MATH-500
85.3%-
HumanEval
95.2%-
SWE-bench Verified
79.6%-
AIME 2024
65%-
IFEval
91%-
BBH
89.8%-
Arena Elo
1460-
LiveBench
73.2%-
HLE
30.5%-
BigCodeBench
68.4%-
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.

Claude Sonnet 4.6Elite Tier

Scores 85/100 (rank #63), placing it in the top 79% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GLM 5.2Competitive

Scores 69/100 (rank #136), placing it in the top 53% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Claude Sonnet 4.6 has a 16-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Sonnet 4.6 when you need:

  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose GLM 5.2 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
Claude Sonnet 4.6
Input cost$3.00/M tokens
Output cost$15.00/M tokens
Cost per quality point$0.211
Est. monthly (1M tokens/day)$270.00
GLM 5.2Best Value
Input cost$0.03/M tokens
Output cost$7.00/M tokens
Cost per quality point$0.102
Est. monthly (1M tokens/day)$105.51

GLM 5.2 offers 61% better value per quality point. At 1M tokens/day, you'd spend $105.51/month with GLM 5.2 vs $270.00/month with Claude Sonnet 4.6 - a $164.49 monthly difference.

Latency & Speed
Claude Sonnet 4.6Faster
Speed score0/100
GLM 5.2
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

Claude Sonnet 4.6

Customer support chatbot

Suitable for user-facing chat with competitive response times. GLM 5.2 also offers lower per-token costs for high-volume support

Claude Sonnet 4.6

Long document analysis

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

GLM 5.2

Batch data extraction

Lower output pricing ($7.00/M) reduces costs when processing thousands of records daily

GLM 5.2

Creative writing & content

Higher overall composite score (85/100) correlates with better nuance, coherence, and style in long-form content

Claude Sonnet 4.6

Image understanding & OCR

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

Claude Sonnet 4.6
Which Should You Choose?
Our recommendation:
Claude Sonnet 4.6

Claude Sonnet 4.6 clearly outperforms GLM 5.2 with a significant 16.299999999999997-point lead. For most general use cases, Claude Sonnet 4.6 is the stronger choice. However, GLM 5.2 may still excel in niche scenarios.

by Anthropic

  • 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

by Zhipu AI

  • Choose for Cost - 61% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Sonnet 4.6GLM 5.2
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Sonnet 4.6

Anthropic

$23.40
estimated monthly cost

GLM 5.2

Zhipu AI

Best Value
$8.46
estimated monthly cost

GLM 5.2 saves you $14.94/month

That's 64% cheaper than Claude Sonnet 4.6 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
ParameterClaude Sonnet 4.6GLM 5.2
Context Window1M1.0M
Max Output Tokens128,000943,718
Open SourceNoYes
CreatedFeb 17, 2026Jun 16, 2026
Last updated: 35m ago

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Claude Sonnet 4.6 vs GLM 5.2 (2026) | LM Market Cap