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Every score has a dated snapshot.

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  2. Comparisons
  3. DeepSeek V3 vs GLM-5.3

Pairwise benchmark snapshot · Aug 16, 2026

DeepSeek V3 vs GLM-5.3 benchmark

In this head-to-head showdown, GLM-5.3 delivers higher overall intelligence and human-preferred responses (Elo 1,558 vs 1,310), while GLM-5.3 leads in SWE-bench software engineering benchmarks (76.4%), while DeepSeek V3 is more budget-friendly at $1.1/1M per 1M output tokens, while GLM-5.3 provides faster response streaming (90 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GLM-5.3 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose DeepSeek V3 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

9 direct benchmark disciplines evaluated across capability, speed, and cost

DeepSeek V3 (2)GLM-5.3 (7)
DeepSeek V3
2 of 9 Wins
✓Input price✓Output price
GLM-5.3
7 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
DeepSeek
Leads 2 of 9 metrics
DeepSeek V3

Prior DeepSeek flagship. Baseline for v3 vs v4.

Elo 1,310$1.1/1M out
Zhipu
Leads 7 of 9 metrics
GLM-5.3

Z.ai Aug 14 2026 post-train of the GLM-5.2 744B base. Coding-plan live; open weights promised after a two-week safety review (z.ai/blog/glm-5.3).

Elo 1,558$1.8/1M out
Top Rival Showdowns for DeepSeek V3
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderGLM-5.3 Wins

GLM-5.3

Δ 248 Arena Elo pts

Throughput LeaderGLM-5.3 Wins

GLM-5.3

90 tok/s

Value per Dollar LeaderDeepSeek V3 Wins

DeepSeek V3

$1.1 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

DeepSeek V3 (2)vsGLM-5.3 (8)
DeepSeek V3: 2W (20%)Overall: GLM-5.3GLM-5.3: 8W (80%)
← DeepSeek V3GLM-5.3 →
🏆GLM-5.3(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
DeepSeek V3vsGLM-5.3
Preference Elo
1,310vs1,558+248
Coding Elo
—vs1,586
SWE-bench
48.6%vs76.4%+27.8%
LiveBench
55.4%vs70.8%+15.4%
GPQA Diamond
59.1%vs83.2%+24.1%
DeepSeek V3: 0WGLM-5.3: 5W
🏆GLM-5.3(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V3vsGLM-5.3
Output speed
66 tok/svs90 tok/s+24 tok/s
Time to first token
380 msvs255 ms+125 ms
DeepSeek V3: 0WGLM-5.3: 2W
🏆DeepSeek V3(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V3vsGLM-5.3
Output price
$1.1/1Mvs$1.8/1M+$0.7/1M
Input price
$0.27/1Mvs$0.5/1M+$0.23/1M
Context window
128kvs200k+72k
DeepSeek V3: 2WGLM-5.3: 1W

Side-by-Side Benchmark Matrix

Preference Elo+248
DeepSeek V31,310
seed-bootstrap · Aug 1, 2026
GLM-5.31,558
seed-bootstrap · Aug 16, 2026
Coding Elo
DeepSeek V3—
GLM-5.31,586
seed-bootstrap · Aug 16, 2026
LiveBench+15.4%
DeepSeek V355.4%
seed-bootstrap · Aug 1, 2026
GLM-5.370.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+27.8%
DeepSeek V348.6%
seed-bootstrap · Aug 1, 2026
GLM-5.376.4%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+24.1%
DeepSeek V359.1%
seed-bootstrap · Aug 1, 2026
GLM-5.383.2%
seed-bootstrap · Aug 16, 2026
Time to first token+125 ms
DeepSeek V3380 ms
seed-bootstrap · Aug 1, 2026
GLM-5.3255 ms
seed-bootstrap · Aug 16, 2026
Output speed+24 tok/s
DeepSeek V366 tok/s
seed-bootstrap · Aug 1, 2026
GLM-5.390 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.23/1M
DeepSeek V3$0.27/1M
seed-bootstrap · Aug 1, 2026
GLM-5.3$0.5/1M
seed-bootstrap · Aug 16, 2026
Output price+$0.7/1M
DeepSeek V3$1.1/1M
seed-bootstrap · Aug 1, 2026
GLM-5.3$1.8/1M
seed-bootstrap · Aug 16, 2026
Context window+72k
DeepSeek V3128k
seed-bootstrap · Aug 1, 2026
GLM-5.3200k
seed-bootstrap · Aug 16, 2026
BenchmarkDeepSeek V3GLM-5.3Advantage Delta
Preference Elo
1,310
seed-bootstrap · Aug 1, 2026
1,558
seed-bootstrap · Aug 16, 2026
+248
Coding Elo—
1,586
seed-bootstrap · Aug 16, 2026
—
LiveBench
55.4%
seed-bootstrap · Aug 1, 2026
70.8%
seed-bootstrap · Aug 16, 2026
+15.4%
SWE-bench
48.6%
seed-bootstrap · Aug 1, 2026
76.4%
seed-bootstrap · Aug 16, 2026
+27.8%
GPQA Diamond
59.1%
seed-bootstrap · Aug 1, 2026
83.2%
seed-bootstrap · Aug 16, 2026
+24.1%
Time to first token
380 ms
seed-bootstrap · Aug 1, 2026
255 ms
seed-bootstrap · Aug 16, 2026
+125 ms
Output speed
66 tok/s
seed-bootstrap · Aug 1, 2026
90 tok/s
seed-bootstrap · Aug 16, 2026
+24 tok/s
Input price
$0.27/1M
seed-bootstrap · Aug 1, 2026
$0.5/1M
seed-bootstrap · Aug 16, 2026
+$0.23/1M
Output price
$1.1/1M
seed-bootstrap · Aug 1, 2026
$1.8/1M
seed-bootstrap · Aug 16, 2026
+$0.7/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
200k
seed-bootstrap · Aug 16, 2026
+72k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 42% with DeepSeek V3
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek V3$25.95 / mo
In: $9.45Out: $16.5
GLM-5.3$44.50 / mo
In: $17.5Out: $27
Estimated Cost Delta

DeepSeek V3 is estimated to save $18.55/month ($223/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GLM-5.3:Pick GLM-5.3 when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek V3:Pick DeepSeek V3 when you are optimizing output cost.
  • 3
    GLM-5.3:Pick GLM-5.3 when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGLM-5.3

Higher SWE-bench (76.4%).

High-volume chatDeepSeek V3

Lower output list price ($1.1/1M).

Voice / low-latency UIGLM-5.3

Lower TTFT (255 ms).

Long-document RAGGLM-5.3

Larger window (200k).

Screenshots / visionGLM-5.3

GLM-5.3 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGLM-5.3Higher SWE-bench (76.4%).
High-volume chatDeepSeek V3Lower output list price ($1.1/1M).
Voice / low-latency UIGLM-5.3Lower TTFT (255 ms).
Long-document RAGGLM-5.3Larger window (200k).
Screenshots / visionGLM-5.3GLM-5.3 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchAug 14, 2026

GLM-5.3 (Aug 14): Z.ai post-train of the 5.2 744B base

Coding-plan live; open weights promised after a two-week safety review. Newest Zhipu row.

launchJun 18, 2026

GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

Strong Chinese/English coding. 5.3 is the new row; 5.2 stays so the delta is visible.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
DeepSeek

DeepSeek V3

Elo 1,310
SWE-bench48.6%
Speed (tok/s)66 tok/s
Input / 1M Tokens$0.27/1M
Output / 1M Tokens$1.1/1M
Zhipu

GLM-5.3

Elo 1,558
SWE-bench76.4%
Speed (tok/s)90 tok/s
Input / 1M Tokens$0.5/1M
Output / 1M Tokens$1.8/1M

Frequently Asked Questions

Which is better overall, DeepSeek V3 or GLM-5.3?
GLM-5.3 has the higher preference Elo in our latest snapshot (1,558). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek V3 or GLM-5.3?
GLM-5.3 leads SWE-bench at 76.4% vs 48.6%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek V3 output tokens are $1.1/1M versus $1.8/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V3 or GLM-5.3?
GLM-5.3 has the lower time-to-first-token (255 ms vs 380 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GLM-5.3 accepts 200k tokens versus 128k.
Can I self-host either model?
DeepSeek V3 is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. DeepSeek V3 and GLM-5.3 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Aug 14, 2026

    GLM-5.3 (Aug 14): Z.ai post-train of the 5.2 744B base

  • launch · Jun 18, 2026

    GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

Similar Head-to-Head Comparisons

All DeepSeek V3 matchups →|All GLM-5.3 matchups →
DeepSeek V3 vs DeepSeek Coder V2 (previous deepseek)DeepSeek V3 vs DeepSeek R1 (next deepseek)GLM-5.3 vs GLM-5V Turbo (previous glm)DeepSeek V4 Pro vs GLM-5.3GLM-5.2 vs GLM-5.3DeepSeek V4 Flash vs GLM-5.3