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GLM 5.3 FlashX Legal vs DeepSeek V4.1 Flash 1017

Detailed technical comparison between GLM 5.3 FlashX Legal (Zhipu AI) and DeepSeek V4.1 Flash 1017 (DeepSeek). 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

GLM 5.3 FlashX Legal: 0 WinsvsDeepSeek V4.1 Flash 1017: 6 Wins
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

DeepSeek V4.1 Flash 1017

$0.15 / MTok
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 →
DeepSeekactive

DeepSeek V4.1 Flash 1017

DeepSeek V4.1 Flash 1017 is the October 17, 2026 snapshot of DeepSeek V4.1 Flash, served by DeepSeek under the `deepseek-flash` API model name. V4.1 Flash is a sparse mixture-of-experts model...

View DeepSeek V4.1 Flash 1017 Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationGLM 5.3 FlashX LegalDeepSeek V4.1 Flash 1017
ProviderZhipu AIDeepSeek
Context Window1,048,576 tokens1,048,576 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apiself hostable
Production StabilityNot verifiedNot verified
API AvailableYesYes
Released Date2026-11-022026-10-17

API Pricing Comparison

Input Price per Million Tokens

GLM 5.3 FlashX Legal

$0.37

DeepSeek V4.1 Flash 1017

$0.15

Output Price per Million Tokens

GLM 5.3 FlashX Legal

$1.25

DeepSeek V4.1 Flash 1017

$0.60

💡 Cost Ratio: DeepSeek V4.1 Flash 1017 is 2.5x 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
72.4%vs74.4%+2.0% DeepSeek V4.1 Flash 1017
GLM 5.3 FlashX Legal
DeepSeek V4.1 Flash 1017 🏆
HumanEvalPython coding & logic synthesis
68.6%vs70.6%+2.0% DeepSeek V4.1 Flash 1017
GLM 5.3 FlashX Legal
DeepSeek V4.1 Flash 1017 🏆
MATHComplex mathematical problem solving
41.8%vs43.8%+2.0% DeepSeek V4.1 Flash 1017
GLM 5.3 FlashX Legal
DeepSeek V4.1 Flash 1017 🏆
GPQAGraduate-level expert reasoning
29.2%vs31.2%+2.0% DeepSeek V4.1 Flash 1017
GLM 5.3 FlashX Legal
DeepSeek V4.1 Flash 1017 🏆
HellaSwagCommonsense reasoning and inference
76.4%vs78.4%+2.0% DeepSeek V4.1 Flash 1017
GLM 5.3 FlashX Legal
DeepSeek V4.1 Flash 1017 🏆
MT-BenchMulti-turn conversation flow quality
7.9%vs8.1%+0.2% DeepSeek V4.1 Flash 1017
GLM 5.3 FlashX Legal
DeepSeek V4.1 Flash 1017 🏆

GLM 5.3 FlashX Legal Quirks & Gotchas

No developer gotchas reported.

DeepSeek V4.1 Flash 1017 Quirks & Gotchas

No developer gotchas reported.

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