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Claude Haiku 5.5 vs GLM 5.3 FlashX Legal

Detailed technical comparison between Claude Haiku 5.5 (Anthropic) and GLM 5.3 FlashX Legal (Zhipu AI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Claude Haiku 5.5: 6 WinsvsGLM 5.3 FlashX Legal: 0 Wins
Context Leader

GLM 5.3 FlashX Legal

1,048,576 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Claude Haiku 5.5

$0.10 / MTok
Anthropicactive

Claude Haiku 5.5

Claude Haiku 5.5 is Anthropic's small, fast model for high-volume, cost-sensitive work such as summarization, subagents, and browser use. It succeeds Claude Haiku 4.5 with stronger coding, computer use, and...

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Zhipu AIactive

GLM 5.3 FlashX Legal

GLM-5.3-FlashX-Legal (GLM-Legal) is Z.ai's legal-domain variant of GLM-5.3-FlashX, a native multimodal model that accepts text, image, and video input and produces text. It adds legal-domain mid-training and post-training with reinforcement...

View GLM 5.3 FlashX Legal Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationClaude Haiku 5.5GLM 5.3 FlashX Legal
ProviderAnthropicZhipu AI
Context Window1,000,000 tokens1,048,576 tokens🏆
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityStable releaseNot verified
API AvailableYesYes
Released Date2026-10-072026-11-02

API Pricing Comparison

Input Price per Million Tokens

Claude Haiku 5.5

$0.10

GLM 5.3 FlashX Legal

$0.37

Output Price per Million Tokens

Claude Haiku 5.5

$0.50

GLM 5.3 FlashX Legal

$1.25

💡 Cost Ratio: Claude Haiku 5.5 is 3.7x cheaper per input token than GLM 5.3 FlashX Legal.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
78.4%vs72.4%+6.0% Claude Haiku 5.5
Claude Haiku 5.5 🏆
GLM 5.3 FlashX Legal
HumanEvalPython coding & logic synthesis
76.6%vs68.6%+8.0% Claude Haiku 5.5
Claude Haiku 5.5 🏆
GLM 5.3 FlashX Legal
MATHComplex mathematical problem solving
53.8%vs41.8%+12.0% Claude Haiku 5.5
Claude Haiku 5.5 🏆
GLM 5.3 FlashX Legal
GPQAGraduate-level expert reasoning
39.2%vs29.2%+10.0% Claude Haiku 5.5
Claude Haiku 5.5 🏆
GLM 5.3 FlashX Legal
HellaSwagCommonsense reasoning and inference
81.4%vs76.4%+5.0% Claude Haiku 5.5
Claude Haiku 5.5 🏆
GLM 5.3 FlashX Legal
MT-BenchMulti-turn conversation flow quality
8.4%vs7.9%+0.5% Claude Haiku 5.5
Claude Haiku 5.5 🏆
GLM 5.3 FlashX Legal

Claude Haiku 5.5 Quirks & Gotchas

No developer gotchas reported.

GLM 5.3 FlashX Legal Quirks & Gotchas

No developer gotchas reported.

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