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Claude Haiku 4.5 vs GLM-5.3-Flash

Comparing Claude Haiku 4.5 and GLM-5.3-Flash across benchmarks, pricing, and capabilities.

Anthropic · Zhipu AI · Updated for 2026

Which is better?

Claude Haiku 4.5 and GLM-5.3-Flash trade strengths across price, capabilities, and technical limits. The better choice depends on the workload.

On price, GLM-5.3-Flash is roughly 8.4x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GLM-5.3-Flash also accepts a larger context window (1,048,576 input tokens), making it the stronger choice for long documents and large codebases.

Based on current benchmark, pricing, and model metadata for 2026.

Choose Claude Haiku 4.5

  • you want predictable pricing at $1.00/M input and $5.00/M output

Choose GLM-5.3-Flash

  • cost matters — it's about 8.4x cheaper per token
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Aug 2026
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Benchmark wins
Input price
$1.00 / M
$0.15 / M
Output price
$5.00 / M
$0.50 / M
Context window
200,000
1,048,576
Released
Oct 2025
Aug 2026
License
Proprietary
MIT

Performance Benchmarks

Comparative analysis across standard metrics

No common benchmarks found

Claude Haiku 4.5 and GLM-5.3-Flashdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Arena Performance

Playground indexes and blind preference scores

Pricing Analysis

Price comparison per million tokens

GLM-5.3-Flash costs less

For input processing, Claude Haiku 4.5 ($1.00/1M tokens) is 6.7x more expensive than GLM-5.3-Flash ($0.15/1M tokens).

For output processing, Claude Haiku 4.5 ($5.00/1M tokens) is 10.0x more expensive than GLM-5.3-Flash ($0.50/1M tokens).

In conclusion, Claude Haiku 4.5 is more expensive than GLM-5.3-Flash.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Wed Aug 26 2026 • llm-stats.com
Anthropic
Claude Haiku 4.5
Input tokens$1.00
Output tokens$5.00
Best providerAnthropic
Zhipu AI
GLM-5.3-Flash
Input tokens$0.15
Output tokens$0.50
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GLM-5.3-Flash accepts 1,048,576 input tokens compared to Claude Haiku 4.5's 200,000 tokens. GLM-5.3-Flash can generate longer responses up to 131,072 tokens, while Claude Haiku 4.5 is limited to 64,000 tokens.

Anthropic
Claude Haiku 4.5
Input200,000 tokens
Output64,000 tokens
Zhipu AI
GLM-5.3-Flash
Input1,048,576 tokens
Output131,072 tokens
Wed Aug 26 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both Claude Haiku 4.5 and GLM-5.3-Flash support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Claude Haiku 4.5

Text
Images
Audio
Video

GLM-5.3-Flash

Text
Images
Audio
Video

License

Usage and distribution terms

Claude Haiku 4.5 is licensed under a proprietary license, while GLM-5.3-Flash uses MIT.

License differences may affect how you can use these models in commercial or open-source projects.

Claude Haiku 4.5

Proprietary

Closed source

GLM-5.3-Flash

MIT

Open weights

Release Timeline

When each model was launched

Claude Haiku 4.5 was released on 2025-10-15, while GLM-5.3-Flash was released on 2026-08-26.

GLM-5.3-Flash is 11 months newer than Claude Haiku 4.5.

Claude Haiku 4.5

Oct 15, 2025

10 months ago

GLM-5.3-Flash

Aug 26, 2026

0 days ago

10mo newer

Knowledge Cutoff

When training data ends

Claude Haiku 4.5 has a documented knowledge cutoff of 2025-02-01, while GLM-5.3-Flash's cutoff date is not specified.

We can confirm Claude Haiku 4.5's training data extends to 2025-02-01, but cannot make a direct comparison without GLM-5.3-Flash's cutoff date.

Claude Haiku 4.5

Feb 2025

GLM-5.3-Flash

Provider Availability

Claude Haiku 4.5 is available from Anthropic, Vertex AI. GLM-5.3-Flash is available from DeepInfra, Novita, ZAI.

Claude Haiku 4.5

anthropic logo
Anthropic
Input Price:Input: $1.00/1MOutput Price:Output: $5.00/1M
vertex logo
Unknown Organization
Input Price:Input: $1.00/1MOutput Price:Output: $5.00/1M

GLM-5.3-Flash

deepinfra logo
Deepinfra
Input Price:Input: $0.15/1MOutput Price:Output: $0.50/1M
novita logo
Novita
Input Price:Input: $0.15/1MOutput Price:Output: $0.50/1M
z logo
Unknown Organization
Input Price:Input: $0.15/1MOutput Price:Output: $0.50/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against Claude Haiku 4.5 and GLM-5.3-Flash side-by-side, then vote on the output you prefer.

Claude Haiku 4.5
✓ Preferred
GLM-5.3-Flash
Open in Playground

FAQ

Common questions about Claude Haiku 4.5 vs GLM-5.3-Flash.

Which is better, Claude Haiku 4.5 or GLM-5.3-Flash?

Claude Haiku 4.5 (Anthropic) and GLM-5.3-Flash (Zhipu AI) each have strengths in different areas. Compare their benchmark scores, pricing, context windows, and capabilities above to determine which fits your needs.

How does Claude Haiku 4.5 compare to GLM-5.3-Flash in benchmarks?

Claude Haiku 4.5 scores Tau2 Retail: 83.2%, MMMLU: 83.0%, Tau2 Telecom: 83.0%, AIME 2025: 80.7%, SWE-Bench Verified: 73.3%. GLM-5.3-Flash scores CharXiv-R: 89.4%, Terminal-Bench 2.1: 84.3%, MMVU: 80.5%, Toolathlon: 78.4%, Chartography: 78.0%.

Is Claude Haiku 4.5 cheaper than GLM-5.3-Flash?

GLM-5.3-Flash is 6.7x cheaper for input tokens. Claude Haiku 4.5 costs $1.00/M input and $5.00/M output via anthropic. GLM-5.3-Flash costs $0.15/M input and $0.50/M output via deepinfra.

What are the context window sizes for Claude Haiku 4.5 and GLM-5.3-Flash?

Claude Haiku 4.5 supports 200K tokens and GLM-5.3-Flash supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude Haiku 4.5 and GLM-5.3-Flash?

Key differences include context window (200K vs 1.0M), input pricing ($1.00 vs $0.15/M), licensing (Proprietary vs MIT). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Haiku 4.5 and GLM-5.3-Flash?

Claude Haiku 4.5 is developed by Anthropic and GLM-5.3-Flash is developed by Zhipu AI.