Claude Sonnet 5.5 (batch) vs GLM 5.3 Flash
| Signal | Claude Sonnet 5.5 (batch) | Delta | GLM 5.3 Flash |
|---|---|---|---|
Capabilities | 100 | +17 | |
Pricing | 95 | -4 | |
Context window size | 95 | 0 | |
Recency | 100 | -- | |
Output Capacity | 82 | -14 | |
Benchmarks | 0 | -76 | |
| Overall Result | 1 wins | of 6 | 4 wins |
Score History
40
current score
GLM 5.3 Flash
right now
77.7
current score
Claude Sonnet 5.5 (batch)
Anthropic
GLM 5.3 Flash
Zhipu AI
GLM 5.3 Flash saves you $310.00/month
That's $3720.00/year compared to Claude Sonnet 5.5 (batch) at your current usage level of 100K calls/month.
| Metric | Claude Sonnet 5.5 (batch) | GLM 5.3 Flash | Winner |
|---|---|---|---|
| Overall Score | 40 | 78 | GLM 5.3 Flash |
| Rank | #243 | #112 | GLM 5.3 Flash |
| Quality Rank | #243 | #112 | GLM 5.3 Flash |
| Adoption Rank | #243 | #112 | GLM 5.3 Flash |
| Parameters | -- | -- | -- |
| Context Window | 1000K | 1049K | GLM 5.3 Flash |
| Pricing | $1.00/$5.00/M | $0.15/$0.50/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 83 | Claude Sonnet 5.5 (batch) |
| Pricing | 95 | 100 | GLM 5.3 Flash |
| Context window size | 95 | 96 | GLM 5.3 Flash |
| Recency | 100 | 100 | Claude Sonnet 5.5 (batch) |
| Output Capacity | 82 | 96 | GLM 5.3 Flash |
| Benchmarks | -- | 76 | GLM 5.3 Flash |
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.
Scores 40/100 (rank #243), placing it in the top 17% of all 290 models tracked.
Scores 78/100 (rank #112), placing it in the top 62% of all 290 models tracked.
GLM 5.3 Flash has a 38-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
Choose Claude Sonnet 5.5 (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
GLM 5.3 Flash offers 89% better value per quality point. At 1M tokens/day, you'd spend $9.75/month with GLM 5.3 Flash vs $90.00/month with Claude Sonnet 5.5 (batch) - a $80.25 monthly difference.
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.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
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
Long document analysis
Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.50/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (78/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
GLM 5.3 Flash clearly outperforms Claude Sonnet 5.5 (batch) with a significant 37.7-point lead. For most general use cases, GLM 5.3 Flash is the stronger choice. However, Claude Sonnet 5.5 (batch) may still excel in niche scenarios.
By Use Case
Best for Quality
Claude Sonnet 5.5 (batch)
Marginally better benchmark scores; both are excellent
Best for Cost
GLM 5.3 Flash
89% lower pricing; better value at scale
Best for Reliability
Claude Sonnet 5.5 (batch)
Higher uptime and faster response speeds
Best for Prototyping
Claude Sonnet 5.5 (batch)
Stronger community support and better developer experience
Best for Production
Claude Sonnet 5.5 (batch)
Wider enterprise adoption and proven at scale
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
| Capability | Claude Sonnet 5.5 (batch) | GLM 5.3 Flash |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
Claude Sonnet 5.5 (batch)
Anthropic
GLM 5.3 Flash
Zhipu AI
GLM 5.3 Flash saves you $6.93/month
That's 89% cheaper than Claude Sonnet 5.5 (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.
| Parameter | Claude Sonnet 5.5 (batch) | GLM 5.3 Flash |
|---|---|---|
| Context Window | 1M | 1.0M |
| Max Output Tokens | 128,000 | 943,717 |
| Open Source | No | Yes |
| Created | Sep 28, 2026 | Aug 26, 2026 |