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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-5.2 vs NVIDIA: Nemotron 3.5 Lightning

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

GLM-5.2 vs NVIDIA: Nemotron 3.5 Lightning benchmark

In this head-to-head showdown, NVIDIA: Nemotron 3.5 Lightning is more budget-friendly at $0.2/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GLM-5.2 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose NVIDIA: Nemotron 3.5 Lightning if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

NVIDIA: Nemotron 3.5 Lightning holds empirical advantage (2 of 3 metrics)

Coding / SWESWE-bench
GLM-5.2Top code solve rate
ReasoningGPQA / Live
GLM-5.2Top logical accuracy
Best Value$/1M Tok
NVIDIA: Nemotron 3.5 LightningLowest API billing cost
Speed / TokTok/Sec
GLM-5.2Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

GLM-5.2 (1)NVIDIA: Nemotron 3.5 Lightning (2)
GLM-5.2
1 of 3 Wins
✓Context window
NVIDIA: Nemotron 3.5 Lightning
2 of 3 Wins
✓Input price✓Output price
Zhipu
Leads 1 of 3
GLM-5.2

Zhipu flagship. Strong Chinese/English coding and agents.

GLM-5.2Elo 1,492In: $1.19 · Out: $3.74/1M
nvidia
Leads 2 of 3
NVIDIA: Nemotron 3.5 Lightning

Auto-discovered from OpenRouter (nvidia/nemotron-3.5-lightning). Preview until a second source matches.

In: $0.08 · Out: $0.2/1M

GLM-5 Series Lineage & Sibling Variants

2 models

Currently comparing GLM-5.2 vs NVIDIA: Nemotron 3.5 Lightning. Alternative family tiers available.

Active: GLM-5.2
GLM-5.3$1.8
Top Rival Showdowns for GLM-5.2
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderNVIDIA: Nemotron 3.5 Lightning Wins

NVIDIA: Nemotron 3.5 Lightning

$0.19999999999999998 / 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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

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

GLM-5.2 (8)vsNVIDIA: Nemotron 3.5 Lightning (2)
GLM-5.2: 8W (80%)Overall: GLM-5.2NVIDIA: Nemotron 3.5 Lightning: 2W (20%)
← GLM-5.2NVIDIA: Nemotron 3.5 Lightning →
🏆GLM-5.2 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
GLM-5.2vsNVIDIA: Nemotron 3.5 Lightning
Preference Elo
1,492vs—
Coding Elo
1,504vs—
SWE-bench
69.3%vs—
LiveBench
65.2%vs—
GPQA Diamond
79.5%vs—
GLM-5.2: 5WNVIDIA: Nemotron 3.5 Lightning: 0W
🏆GLM-5.2 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GLM-5.2vsNVIDIA: Nemotron 3.5 Lightning
Output speed
84 tok/svs—
Time to first token
270 msvs—
GLM-5.2: 2WNVIDIA: Nemotron 3.5 Lightning: 0W
🏆NVIDIA: Nemotron 3.5 Lightning Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GLM-5.2vsNVIDIA: Nemotron 3.5 Lightning
Output price
$3.74/1Mvs$0.2/1M+$3.54/1M
Input price
$1.19/1Mvs$0.08/1M+$1.11/1M
Context window
1Mvs1M+49k
GLM-5.2: 1WNVIDIA: Nemotron 3.5 Lightning: 2W

Side-by-Side Benchmark Matrix

GLM-5.2NVIDIA: Nemotron 3.5 Lightning
Preference Elo
GLM-5.21,492
NVIDIA: Nemotron 3.5 Lightning—
Coding Elo
GLM-5.21,504
NVIDIA: Nemotron 3.5 Lightning—
LiveBench
GLM-5.265.2%
NVIDIA: Nemotron 3.5 Lightning—
SWE-bench
GLM-5.269.3%
NVIDIA: Nemotron 3.5 Lightning—
GPQA Diamond
GLM-5.279.5%
NVIDIA: Nemotron 3.5 Lightning—
Time to first token
GLM-5.2270 ms
NVIDIA: Nemotron 3.5 Lightning—
Output speed
GLM-5.284 tok/s
NVIDIA: Nemotron 3.5 Lightning—
Input priceNVIDIA: Nemotron 3.5 Lightning +$1.11/1M
GLM-5.2$1.19/1M
NVIDIA: Nemotron 3.5 Lightning$0.08/1M
Output priceNVIDIA: Nemotron 3.5 Lightning +$3.54/1M
GLM-5.2$3.74/1M
NVIDIA: Nemotron 3.5 Lightning$0.2/1M
Context windowGLM-5.2 +49k
GLM-5.21M
NVIDIA: Nemotron 3.5 Lightning1M
BenchmarkGLM-5.2NVIDIA: Nemotron 3.5 LightningAdvantage Delta
Preference Elo
1,492
lmarena · Aug 17, 2026
——
Coding Elo
1,504
lmarena · Aug 17, 2026
——
LiveBench
65.2%
livebench · Aug 17, 2026
——
SWE-bench
69.3%
swebench · Aug 17, 2026
——
GPQA Diamond
79.5%
seed-bootstrap · Aug 1, 2026
——
Time to first token
270 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
84 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$1.19/1M
openrouter · Aug 17, 2026
$0.08/1M
openrouter · Aug 17, 2026
+$1.11/1M
Output price
$3.74/1M
openrouter · Aug 17, 2026
$0.2/1M
openrouter · Aug 17, 2026
+$3.54/1M
Context window
1M
openrouter · Aug 17, 2026
1M
openrouter · Aug 17, 2026
+49k

Workload Cost & Savings Calculator

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

Save 94% with NVIDIA: Nemotron 3.5 Lightning
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GLM-5.2$97.75 / mo
In: $41.65Out: $56.1
NVIDIA: Nemotron 3.5 Lightning$5.80 / mo
In: $2.8Out: $3
Estimated Cost Delta

NVIDIA: Nemotron 3.5 Lightning is estimated to save $91.95/month ($1,103/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    NVIDIA: Nemotron 3.5 Lightning:Pick NVIDIA: Nemotron 3.5 Lightning when you are optimizing output cost.
  • 2
    GLM-5.2:Pick GLM-5.2 for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatNVIDIA: Nemotron 3.5 Lightning

Lower output list price ($0.2/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGGLM-5.2

Larger window (1M).

Screenshots / visionGLM-5.2

GLM-5.2 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatNVIDIA: Nemotron 3.5 LightningLower output list price ($0.2/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGGLM-5.2Larger window (1M).
Screenshots / visionGLM-5.2GLM-5.2 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
newsAug 16, 2026

GLM-5.2 vs GLM 5V Turbo Price and SWE-bench 2026

GLM-5.2 undercuts GLM 5V Turbo by 74.2% on input at $0.31/1M, with 1,492 Elo and 69.3% SWE-bench in dated 2026 snapshots.

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.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Zhipu

GLM-5.2

Elo 1,492
SWE-bench69.3%
Speed (tok/s)84 tok/s
Input / 1M Tokens$1.19/1M
Output / 1M Tokens$3.74/1M
nvidia

NVIDIA: Nemotron 3.5 Lightning

Elo n/a
SWE-bench—
Speed (tok/s)1M
Input / 1M Tokens$0.08/1M
Output / 1M Tokens$0.2/1M

Frequently Asked Questions

Which is better overall, GLM-5.2 or NVIDIA: Nemotron 3.5 Lightning?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, GLM-5.2 or NVIDIA: Nemotron 3.5 Lightning?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
NVIDIA: Nemotron 3.5 Lightning output tokens are $0.2/1M versus $3.74/1M. Input prices and retry rates still move the real bill.
Which is faster, GLM-5.2 or NVIDIA: Nemotron 3.5 Lightning?
We do not have TTFT for both models.
Which has the larger context window?
GLM-5.2 accepts 1M tokens versus 1M.
Can I self-host either model?
GLM-5.2 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. GLM-5.2 and NVIDIA: Nemotron 3.5 Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • news · Aug 16, 2026

    GLM-5.2 vs GLM 5V Turbo Price and SWE-bench 2026

  • launch · Jun 18, 2026

    GLM-5.2 remains the prior Zhipu flagship for upgrade pairs

Similar Head-to-Head Comparisons

All GLM-5.2 matchups →|All NVIDIA: Nemotron 3.5 Lightning matchups →
GLM-5.2 vs Z.ai: GLM 5V Turbo (next glm)GLM-5.3 vs GLM-5.2Gemini 2.0 Flash Thinking vs GLM-5.2DeepSeek V4 Flash vs GLM-5.2Gemini 3 Flash vs GLM-5.2Qwen QwQ 32B vs GLM-5.2