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Claude Sonnet 5.5 vs GLM 5.3 Prime

Detailed technical comparison between Claude Sonnet 5.5 (Anthropic) and GLM 5.3 Prime (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 Sonnet 5.5: 5 WinsvsGLM 5.3 Prime: 1 Win
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Claude Sonnet 5.5

$2.00 / MTok
Anthropicactive

Claude Sonnet 5.5

Claude Sonnet 5.5 is an advanced artificial intelligence model engineered by Anthropic. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, Claude Sonnet 5.5 represents a key architectural iteration in the Anthropic model family. First released in 2026-09-28, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,000,000 tokens (approximately 1,333 words), Claude Sonnet 5.5 processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View Claude Sonnet 5.5 Full Specs →
Zhipu AIactive

GLM 5.3 Prime

GLM 5.3 Prime is an advanced artificial intelligence model engineered by Zhipu AI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, GLM 5.3 Prime represents a key architectural iteration in the Zhipu AI model family. First released in 2026-09-23, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,000,000 tokens (approximately 1,333 words), GLM 5.3 Prime processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View GLM 5.3 Prime Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationClaude Sonnet 5.5GLM 5.3 Prime
ProviderAnthropicZhipu AI
Context Window1,000,000 tokens1,000,000 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityBeta Access (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-09-282026-09-23

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 5.5

$2.00

GLM 5.3 Prime

$2.80

Output Price per Million Tokens

Claude Sonnet 5.5

$10.00

GLM 5.3 Prime

$8.80

💡 Cost Ratio: Claude Sonnet 5.5 is 1.4x cheaper per input token than GLM 5.3 Prime.

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
81.2%vs81.0%+0.2% Claude Sonnet 5.5
Claude Sonnet 5.5 🏆
GLM 5.3 Prime
HumanEvalPython coding & logic synthesis
79.4%vs79.2%+0.2% Claude Sonnet 5.5
Claude Sonnet 5.5 🏆
GLM 5.3 Prime
MATHComplex mathematical problem solving
56.6%vs56.4%+0.2% Claude Sonnet 5.5
Claude Sonnet 5.5 🏆
GLM 5.3 Prime
GPQAGraduate-level expert reasoning
38.6%vs38.4%+0.2% Claude Sonnet 5.5
Claude Sonnet 5.5 🏆
GLM 5.3 Prime
HellaSwagCommonsense reasoning and inference
80.8%vs80.6%+0.2% Claude Sonnet 5.5
Claude Sonnet 5.5 🏆
GLM 5.3 Prime
MT-BenchMulti-turn conversation flow quality
8.3%vs8.7%+0.3% GLM 5.3 Prime
Claude Sonnet 5.5
GLM 5.3 Prime 🏆

Claude Sonnet 5.5 Quirks & Gotchas

No developer gotchas reported.

GLM 5.3 Prime Quirks & Gotchas

No developer gotchas reported.

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