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Claude Sonnet 4.6 vs GLM 5

Claude Sonnet 4.6

Anthropic

85#63
vs
GLM 5

Zhipu AI

68#141
Signal-by-Signal Comparison
SignalClaude Sonnet 4.6DeltaGLM 5
Capabilities
100
+33
67
Benchmarks
82
+13
69
Pricing
85
-12
97
Context window size
95
+11
84
Recency
87
+1
86
Output Capacity
82
0
82
Overall Result
4 wins
of 6
2 wins
Claude Sonnet 4.6 wins 4 of 6 signals

Score History

Score History (37 data points)
Claude Sonnet 4.6GLM 5
Claude Sonnet 4.6

85.2

current score

Leader

Claude Sonnet 4.6

right now

GLM 5

68.3

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

Zhipu AI

Best Value
Per request$0.002600
Daily$8.67
Monthly$260.00
Annual$3120.00

GLM 5 saves you $790.00/month

That's $9480.00/year compared to Claude Sonnet 4.6 at your current usage level of 100K calls/month.

75% cheaper
Choose GLM 5 for cost optimization

Claude Sonnet 4.6 pricing:
Input:$3.00/M tokens
Output:$15.00/M tokens
GLM 5 pricing:
Input:$1.00/M tokens
Output:$3.20/M tokens
Winner
Claude Sonnet 4.6

Anthropic

85

Composite Score

GLM 5

Zhipu AI

68

Composite Score

Signal-by-Signal Comparison
MetricClaude Sonnet 4.6GLM 5Winner
Overall Score
85
68
Claude Sonnet 4.6
Rank#63#141
Claude Sonnet 4.6
Quality Rank#63#141
Claude Sonnet 4.6
Adoption Rank#63#141
Claude Sonnet 4.6
Parameters------
Context Window1000K205K
Claude Sonnet 4.6
Pricing$3.00/$15.00/M$1.00/$3.20/M--
Signal Scores
Capabilities
100
67
Claude Sonnet 4.6
Benchmarks
82
69
Claude Sonnet 4.6
Pricing
85
97
GLM 5
Context window size
95
84
Claude Sonnet 4.6
Recency
87
86
Claude Sonnet 4.6
Output Capacity
82
82
GLM 5
Benchmark Head-to-Head(13 benchmarks)
Claude Sonnet: 0GLM 5: 1
Claude Sonnet
GLM 5
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 5Competitive

Scores 68/100 (rank #141), placing it in the top 52% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Claude Sonnet 4.6 has a 17-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:

  • Processing long documents or large codebases (1000K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose GLM 5 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 5Best Value
Input cost$1.00/M tokens
Output cost$3.20/M tokens
Cost per quality point$0.061
Est. monthly (1M tokens/day)$63.00

GLM 5 offers 77% better value per quality point. At 1M tokens/day, you'd spend $63.00/month with GLM 5 vs $270.00/month with Claude Sonnet 4.6 - a $207.00 monthly difference.

Latency & Speed
Claude Sonnet 4.6Faster
Speed score0/100
GLM 5
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 also offers lower per-token costs for high-volume support

Claude Sonnet 4.6

Long document analysis

Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass

Claude Sonnet 4.6

Batch data extraction

Lower output pricing ($3.20/M) reduces costs when processing thousands of records daily

GLM 5

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 with a significant 16.900000000000006-point lead. For most general use cases, Claude Sonnet 4.6 is the stronger choice. However, GLM 5 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 - 77% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Sonnet 4.6GLM 5
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

Zhipu AI

Best Value
$5.64
estimated monthly cost

GLM 5 saves you $17.76/month

That's 76% 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
Context Window1M205K
Max Output Tokens128,000131,072
Open SourceNoYes
CreatedFeb 17, 2026Feb 11, 2026
Last updated: 36m ago

相关对比

Claude Sonnet 4.6 vs GLM 5 (2026) | LM Market Cap