💰 Unit Cost Winner GLM-5.3-Flash $0.12/1M in · $0.40/1M out
⚡ Latency & Speed Winner GLM-5.3-Flash 90ms TTFT · 175 tok/s
💻 Coding (SWE) Winner DeepSeek V4 Flash Vision (Exp) 77.4% SWE-bench · 94.5% HumanEval
🧠 STEM Reasoning Winner DeepSeek V4 Flash Vision (Exp) 91.3% GPQA · 96.4% MATH-500

Which model is better: DeepSeek V4 Flash Vision (Exp) or GLM-5.3-Flash?

GLM-5.3-Flash is 45.5% cheaper for input tokens ($0.12 vs. $0.22 per 1M tokens) and $0.40 vs. $0.65 for output tokens (1.8x cost advantage). In terms of operational performance, GLM-5.3-Flash delivers lower response latency at 90ms TTFT (220ms faster than DeepSeek V4 Flash Vision (Exp)) with 175 vs. 165 tok/s throughput. DeepSeek V4 Flash Vision (Exp) leads coding evaluations at 77.4% SWE-bench Verified vs. 52.8% for GLM-5.3-Flash and 91.3% vs. 63.5% on GPQA Diamond.
Verified daily via automated API latency tests and official documentation.

Verified Performance & Unit Economics Delta (12 Dimensions)

Daily synchronized metrics across token pricing, prompt cache economics, latency, throughput, and 5 capability benchmarks.

Metric / Dimension DeepSeek V4 Flash Vision (Exp) GLM-5.3-Flash Net Delta / Advantage
Input Cost / 1M Tokens $0.22 $0.12 GLM-5.3-Flash is 1.8x cheaper
Output Cost / 1M Tokens $0.65 $0.40 GLM-5.3-Flash (38.5% lower)
Prompt Cache Read / 1M $0.007 $0.030 DeepSeek V4 Flash Vision (Exp) is 4.3x cheaper
Prompt Cache Write / 1M $0.22 $0.12 GLM-5.3-Flash is 1.8x cheaper
Context Window (Max Output) 1,049k (128k out) 262k (16k out) DeepSeek V4 Flash Vision (Exp) (4.0x larger context)
Avg TTFT Response Latency 310ms 90ms GLM-5.3-Flash (220ms faster)
Generation Speed (Throughput) 165 tok/s 175 tok/s GLM-5.3-Flash (+10 tok/s faster)
SWE-bench Verified (Coding) 77.4% 52.8% DeepSeek V4 Flash Vision (Exp) (+24.6% lead)
GPQA Diamond (PhD STEM) 91.3% 63.5% DeepSeek V4 Flash Vision (Exp) (+27.8% lead)
MMLU-Pro (Multi-Discipline) 87.3% 78.4% DeepSeek V4 Flash Vision (Exp) (+8.9% lead)
MATH-500 (Quantitative Logic) 96.4% 84% DeepSeek V4 Flash Vision (Exp) (+12.4% lead)
Inference Value Score (IVR) 81.6 / 100 76.7 / 100 DeepSeek V4 Flash Vision (Exp) (+4.9 pts)

Interactive Monthly Token Economics & ROI Forecaster

Model production workloads across prompt, completion, and cached context tokens, or switch models on the fly.

25.0M Tokens
500K 50M 250M 500M+
5.0M Tokens
100K 25M 75M 150M+
50% Cached
0% (Uncached) 25% 50% (Typical Agent) 95% Max

Estimated Monthly Spend

DeepSeek V4 Flash Vision (Exp) $6.09

$0.22/1M in · $0.65/1M out

Prompt Cache: $0.007/1M read · $0.22/1M write

GLM-5.3-Flash $3.88

$0.12/1M in · $0.40/1M out

Prompt Cache: $0.030/1M read · $0.12/1M write

Projected Monthly Cost Reduction
$2.21 / mo
(36.3% lower cost with GLM-5.3-Flash)
Open Full Matchup Analysis →
A

When to Choose DeepSeek V4 Flash Vision (Exp)

Choose DeepSeek V4 Flash Vision (Exp) (DeepSeek) for ultra-low-cost open-weight multimodal MoE built for high-throughput visual document OCR, chart interpretation, and real-time autonomous coding agents — offering a 1,048k context window, 310ms TTFT, and $0.22/1M input pricing ($0.007/1M cached reads).

B

When to Choose GLM-5.3-Flash

Choose GLM-5.3-Flash (Zhipu AI) for sub-100ms ultra-fast inference model designed for real-time customer support, document classification, and agentic workflows — offering a 262k context window, 90ms TTFT, and $0.12/1M input pricing ($0.030/1M cached reads).

Related Questions & Decision Factors

Which is cheaper: DeepSeek V4 Flash Vision (Exp) or GLM-5.3-Flash?

GLM-5.3-Flash is cheaper at $0.12/1M input tokens ($0.40/1M output) compared to $0.22/1M input ($0.65/1M output) for DeepSeek V4 Flash Vision (Exp).

Which model has lower TTFT latency and higher tok/s throughput: DeepSeek V4 Flash Vision (Exp) or GLM-5.3-Flash?

GLM-5.3-Flash delivers faster first-token latency at 90ms TTFT (175 tok/s throughput) compared to 310ms TTFT (165 tok/s) for DeepSeek V4 Flash Vision (Exp).

How do DeepSeek V4 Flash Vision (Exp) and GLM-5.3-Flash compare on SWE-bench coding and GPQA Diamond reasoning?

On SWE-bench Verified software engineering, DeepSeek V4 Flash Vision (Exp) scores 77.4% versus 52.8% for GLM-5.3-Flash. On GPQA Diamond graduate-level STEM reasoning, DeepSeek V4 Flash Vision (Exp) scores 91.3% versus 63.5% for GLM-5.3-Flash (and 96.4% vs 84% on MATH-500).

When should you choose DeepSeek V4 Flash Vision (Exp)?

Choose DeepSeek V4 Flash Vision (Exp) (DeepSeek) for ultra-low-cost open-weight multimodal MoE built for high-throughput visual document OCR, chart interpretation, and real-time autonomous coding agents — offering a 1,048k context window, 310ms TTFT, and $0.22/1M input pricing ($0.007/1M cached reads).

When should you choose GLM-5.3-Flash?

Choose GLM-5.3-Flash (Zhipu AI) for sub-100ms ultra-fast inference model designed for real-time customer support, document classification, and agentic workflows — offering a 262k context window, 90ms TTFT, and $0.12/1M input pricing ($0.030/1M cached reads).

Explore High-Priority Related Model Matchups