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DeepSeek V4.1 Flash vs GLM 5.3 Prime

Detailed technical comparison between DeepSeek V4.1 Flash (DeepSeek) 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

DeepSeek V4.1 Flash: 0 WinsvsGLM 5.3 Prime: 6 Wins
Context Leader

DeepSeek V4.1 Flash

1,048,576 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

DeepSeek V4.1 Flash

$0.02 / MTok
DeepSeekactive

DeepSeek V4.1 Flash

DeepSeek V4.1 Flash is an advanced artificial intelligence model engineered by DeepSeek. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, DeepSeek V4.1 Flash represents a key architectural iteration in the DeepSeek model family. First released in 2026-09-10, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,048,576 tokens (approximately 1,398 words), DeepSeek V4.1 Flash processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View DeepSeek V4.1 Flash 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
SpecificationDeepSeek V4.1 FlashGLM 5.3 Prime
ProviderDeepSeekZhipu AI
Context Window1,048,576 tokens🏆1,000,000 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelself hostablemanaged api
Production StabilityBeta Access (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-09-102026-09-23

API Pricing Comparison

Input Price per Million Tokens

DeepSeek V4.1 Flash

$0.02

GLM 5.3 Prime

$2.80

Output Price per Million Tokens

DeepSeek V4.1 Flash

$0.40

GLM 5.3 Prime

$8.80

💡 Cost Ratio: DeepSeek V4.1 Flash is 141.4x 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
72.8%vs81.0%+8.2% GLM 5.3 Prime
DeepSeek V4.1 Flash
GLM 5.3 Prime 🏆
HumanEvalPython coding & logic synthesis
69.0%vs79.2%+10.2% GLM 5.3 Prime
DeepSeek V4.1 Flash
GLM 5.3 Prime 🏆
MATHComplex mathematical problem solving
42.2%vs56.4%+14.2% GLM 5.3 Prime
DeepSeek V4.1 Flash
GLM 5.3 Prime 🏆
GPQAGraduate-level expert reasoning
29.6%vs38.4%+8.8% GLM 5.3 Prime
DeepSeek V4.1 Flash
GLM 5.3 Prime 🏆
HellaSwagCommonsense reasoning and inference
76.8%vs80.6%+3.8% GLM 5.3 Prime
DeepSeek V4.1 Flash
GLM 5.3 Prime 🏆
MT-BenchMulti-turn conversation flow quality
7.9%vs8.7%+0.7% GLM 5.3 Prime
DeepSeek V4.1 Flash
GLM 5.3 Prime 🏆

DeepSeek V4.1 Flash Quirks & Gotchas

No developer gotchas reported.

GLM 5.3 Prime Quirks & Gotchas

No developer gotchas reported.

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