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Precision Benchmarks

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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  3. GLM-5.3 vs Grok 4.6

Pairwise benchmark snapshot · Aug 17, 2026

GLM-5.3 vs Grok 4.6 benchmark

In this head-to-head showdown, Grok 4.6 delivers higher overall intelligence and human-preferred responses (Elo 1,592 vs 1,558), while GLM-5.3 leads in SWE-bench software engineering benchmarks (76.4%), while GLM-5.3 is more budget-friendly at $1.8/1M per 1M output tokens, while Grok 4.6 provides faster response streaming (118 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Grok 4.6 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GLM-5.3 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

GLM-5.3 (4)Grok 4.6 (6)
GLM-5.3
4 of 10 Wins
✓Coding Elo✓SWE-bench✓Input price✓Output price
Grok 4.6
6 of 10 Wins
✓Preference Elo✓LiveBench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
Zhipu
Leads 4 of 10 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
xAI
Leads 6 of 10 metrics
Grok 4.6

xAI Aug 12 2026 post-training refresh of Grok 4.5. Same $2/$6 API price, 500k context, stronger agentic traces.

Elo 1,592$6/1M out
Top Rival Showdowns for GLM-5.3
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4vs DeepSeek V4 Pro
Preference LeaderGrok 4.6 Wins

Grok 4.6

Δ 34 Arena Elo pts

Throughput LeaderGrok 4.6 Wins

Grok 4.6

118 tok/s

Value per Dollar LeaderGLM-5.3 Wins

GLM-5.3

$1.8 / 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
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

GLM-5.3 (4)vsGrok 4.6 (6)
GLM-5.3: 4W (40%)Overall: Grok 4.6Grok 4.6: 6W (60%)
← GLM-5.3Grok 4.6 →
🏆Grok 4.6(3/5)

Intelligence & Reasoning

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

Benchmark
GLM-5.3vsGrok 4.6
Preference Elo
1,558vs1,592+34
Coding Elo
1,586vs1,568+18
SWE-bench
76.4%vs69.1%+7.3%
LiveBench
70.8%vs71.4%+0.6%
GPQA Diamond
83.2%vs84.6%+1.4%
GLM-5.3: 2WGrok 4.6: 3W
🏆Grok 4.6(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GLM-5.3vsGrok 4.6
Output speed
90 tok/svs118 tok/s+28 tok/s
Time to first token
255 msvs195 ms+60 ms
GLM-5.3: 0WGrok 4.6: 2W
🏆GLM-5.3(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GLM-5.3vsGrok 4.6
Output price
$1.8/1Mvs$6/1M+$4.2/1M
Input price
$0.5/1Mvs$2/1M+$1.5/1M
Context window
200kvs500k+300k
GLM-5.3: 2WGrok 4.6: 1W

Side-by-Side Benchmark Matrix

Preference Elo+34
GLM-5.31,558
lmarena · Aug 16, 2026
Grok 4.61,592
lmarena · Aug 16, 2026
Coding Elo+18
GLM-5.31,586
lmarena · Aug 16, 2026
Grok 4.61,568
lmarena · Aug 16, 2026
LiveBench+0.6%
GLM-5.370.8%
livebench · Aug 16, 2026
Grok 4.671.4%
livebench · Aug 16, 2026
SWE-bench+7.3%
GLM-5.376.4%
swebench · Aug 16, 2026
Grok 4.669.1%
swebench · Aug 16, 2026
GPQA Diamond+1.4%
GLM-5.383.2%
seed-bootstrap · Aug 16, 2026
Grok 4.684.6%
seed-bootstrap · Aug 16, 2026
Time to first token+60 ms
GLM-5.3255 ms
seed-bootstrap · Aug 16, 2026
Grok 4.6195 ms
seed-bootstrap · Aug 16, 2026
Output speed+28 tok/s
GLM-5.390 tok/s
seed-bootstrap · Aug 16, 2026
Grok 4.6118 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$1.5/1M
GLM-5.3$0.5/1M
seed-bootstrap · Aug 16, 2026
Grok 4.6$2/1M
openrouter · Aug 17, 2026
Output price+$4.2/1M
GLM-5.3$1.8/1M
seed-bootstrap · Aug 16, 2026
Grok 4.6$6/1M
openrouter · Aug 17, 2026
Context window+300k
GLM-5.3200k
seed-bootstrap · Aug 16, 2026
Grok 4.6500k
openrouter · Aug 17, 2026
BenchmarkGLM-5.3Grok 4.6Advantage Delta
Preference Elo
1,558
lmarena · Aug 16, 2026
1,592
lmarena · Aug 16, 2026
+34
Coding Elo
1,586
lmarena · Aug 16, 2026
1,568
lmarena · Aug 16, 2026
+18
LiveBench
70.8%
livebench · Aug 16, 2026
71.4%
livebench · Aug 16, 2026
+0.6%
SWE-bench
76.4%
swebench · Aug 16, 2026
69.1%
swebench · Aug 16, 2026
+7.3%
GPQA Diamond
83.2%
seed-bootstrap · Aug 16, 2026
84.6%
seed-bootstrap · Aug 16, 2026
+1.4%
Time to first token
255 ms
seed-bootstrap · Aug 16, 2026
195 ms
seed-bootstrap · Aug 16, 2026
+60 ms
Output speed
90 tok/s
seed-bootstrap · Aug 16, 2026
118 tok/s
seed-bootstrap · Aug 16, 2026
+28 tok/s
Input price
$0.5/1M
seed-bootstrap · Aug 16, 2026
$2/1M
openrouter · Aug 17, 2026
+$1.5/1M
Output price
$1.8/1M
seed-bootstrap · Aug 16, 2026
$6/1M
openrouter · Aug 17, 2026
+$4.2/1M
Context window
200k
seed-bootstrap · Aug 16, 2026
500k
openrouter · Aug 17, 2026
+300k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 72% with GLM-5.3
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GLM-5.3$44.50 / mo
In: $17.5Out: $27
Grok 4.6$160.00 / mo
In: $70Out: $90
Estimated Cost Delta

GLM-5.3 is estimated to save $115.50/month ($1,386/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
    Grok 4.6:Pick Grok 4.6 when time-to-first-token matters more than peak Elo.
  • 3
    Grok 4.6:Pick Grok 4.6 as the default general assistant.

Recommended Workload Routing

Repo / coding agentsGLM-5.3

Higher SWE-bench (76.4%).

High-volume chatGLM-5.3

Lower output list price ($1.8/1M).

Voice / low-latency UIGrok 4.6

Lower TTFT (195 ms).

Long-document RAGGrok 4.6

Larger window (500k).

Screenshots / visionGrok 4.6

Both accept images. Defaulting to the higher-Elo side (Grok 4.6).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGLM-5.3Higher SWE-bench (76.4%).
High-volume chatGLM-5.3Lower output list price ($1.8/1M).
Voice / low-latency UIGrok 4.6Lower TTFT (195 ms).
Long-document RAGGrok 4.6Larger window (500k).
Screenshots / visionGrok 4.6Both accept images. Defaulting to the higher-Elo side (Grok 4.6).

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.

compareAug 12, 2026

Grok vs ChatGPT: price and Elo, not a personality contest

Brand hub remaps to top xAI vs top OpenAI. After Aug 12 that is Grok 4.6 vs Sol.

launchAug 12, 2026

Grok 4.6 (Aug 12): post-training refresh, same $2/$6 list

xAI’s Aug 12 2026 refresh of Grok 4.5. 500k context. The Grok vs ChatGPT hub remaps here.

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
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
xAI

Grok 4.6

Elo 1,592
SWE-bench69.1%
Speed (tok/s)118 tok/s
Input / 1M Tokens$2/1M
Output / 1M Tokens$6/1M

Frequently Asked Questions

Which is better overall, GLM-5.3 or Grok 4.6?
Grok 4.6 has the higher preference Elo in our latest snapshot (1,592). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GLM-5.3 or Grok 4.6?
GLM-5.3 leads SWE-bench at 76.4% vs 69.1%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GLM-5.3 output tokens are $1.8/1M versus $6/1M. Input prices and retry rates still move the real bill.
Which is faster, GLM-5.3 or Grok 4.6?
Grok 4.6 has the lower time-to-first-token (195 ms vs 255 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Grok 4.6 accepts 500k tokens versus 200k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
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. GLM-5.3 and Grok 4.6 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

  • compare · Aug 12, 2026

    Grok vs ChatGPT: price and Elo, not a personality contest

  • launch · Aug 12, 2026

    Grok 4.6 (Aug 12): post-training refresh, same $2/$6 list

  • launch · Jun 18, 2026

    GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

Similar Head-to-Head Comparisons

All GLM-5.3 matchups →|All Grok 4.6 matchups →
GLM-5.3 vs Z.ai: GLM 5V Turbo (previous glm)Grok 4.6 vs Grok 4 (previous grok)GLM-5.2 vs GLM-5.3Grok 4 vs GLM-5.3GPT-5 vs GLM-5.3Claude Sonnet 5 vs GLM-5.3