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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 Yi-Lightning

Pairwise benchmark snapshot · Aug 17, 2026

GLM-5.2 vs Yi-Lightning benchmark

In this head-to-head showdown, GLM-5.2 delivers higher overall intelligence and human-preferred responses (Elo 1,492 vs 1,475), while GLM-5.2 leads in SWE-bench software engineering benchmarks (69.3%), while Yi-Lightning is more budget-friendly at $0.14/1M 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 Yi-Lightning 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-5.2 (6)Yi-Lightning (4)
GLM-5.2
6 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
Yi-Lightning
4 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price
Zhipu
Leads 6 of 10 metrics
GLM-5.2

Zhipu flagship. Strong Chinese/English coding and agents.

GLM-5.2Elo 1,492$3.74/1M out
01.AI
Leads 4 of 10 metrics
Yi-Lightning

01.AI ultra-fast reasoning model delivering top LiveBench efficiency.

LightningElo 1,475$0.14/1M out

GLM-5 Series Lineage & Sibling Variants

2 models

Currently comparing GLM-5.2 vs Yi-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 LeaderGLM-5.2 Wins

GLM-5.2

Δ 17 Arena Elo pts

Throughput LeaderYi-Lightning Wins

Yi-Lightning

130 tok/s

Value per Dollar LeaderYi-Lightning Wins

Yi-Lightning

$0.14 / 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-5.2 (6)vsYi-Lightning (4)
GLM-5.2: 6W (60%)Overall: GLM-5.2Yi-Lightning: 4W (40%)
← GLM-5.2Yi-Lightning →
🏆GLM-5.2(5/5)

Intelligence & Reasoning

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

Benchmark
GLM-5.2vsYi-Lightning
Preference Elo
1,492vs1,475+17
Coding Elo
1,504vs1,480+24
SWE-bench
69.3%vs63.4%+5.9%
LiveBench
65.2%vs65%+0.2%
GPQA Diamond
79.5%vs78%+1.5%
GLM-5.2: 5WYi-Lightning: 0W
🏆Yi-Lightning(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GLM-5.2vsYi-Lightning
Output speed
84 tok/svs130 tok/s+46 tok/s
Time to first token
270 msvs150 ms+120 ms
GLM-5.2: 0WYi-Lightning: 2W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GLM-5.2vsYi-Lightning
Output price
$3.74/1Mvs$0.14/1M+$3.6/1M
Input price
$1.19/1Mvs$0.14/1M+$1.05/1M
Context window
1Mvs16k+1M
GLM-5.2: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+17
GLM-5.21,492
lmarena · Aug 17, 2026
Yi-Lightning1,475
lmarena · Aug 17, 2026
Coding Elo+24
GLM-5.21,504
lmarena · Aug 17, 2026
Yi-Lightning1,480
lmarena · Aug 17, 2026
LiveBench+0.2%
GLM-5.265.2%
livebench · Aug 17, 2026
Yi-Lightning65%
livebench · Aug 17, 2026
SWE-bench+5.9%
GLM-5.269.3%
swebench · Aug 17, 2026
Yi-Lightning63.4%
swebench · Aug 17, 2026
GPQA Diamond+1.5%
GLM-5.279.5%
seed-bootstrap · Aug 1, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+120 ms
GLM-5.2270 ms
seed-bootstrap · Aug 1, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+46 tok/s
GLM-5.284 tok/s
seed-bootstrap · Aug 1, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$1.05/1M
GLM-5.2$1.19/1M
openrouter · Aug 17, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$3.6/1M
GLM-5.2$3.74/1M
openrouter · Aug 17, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+1M
GLM-5.21M
openrouter · Aug 17, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkGLM-5.2Yi-LightningAdvantage Delta
Preference Elo
1,492
lmarena · Aug 17, 2026
1,475
lmarena · Aug 17, 2026
+17
Coding Elo
1,504
lmarena · Aug 17, 2026
1,480
lmarena · Aug 17, 2026
+24
LiveBench
65.2%
livebench · Aug 17, 2026
65%
livebench · Aug 17, 2026
+0.2%
SWE-bench
69.3%
swebench · Aug 17, 2026
63.4%
swebench · Aug 17, 2026
+5.9%
GPQA Diamond
79.5%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+1.5%
Time to first token
270 ms
seed-bootstrap · Aug 1, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+120 ms
Output speed
84 tok/s
seed-bootstrap · Aug 1, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+46 tok/s
Input price
$1.19/1M
openrouter · Aug 17, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$1.05/1M
Output price
$3.74/1M
openrouter · Aug 17, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$3.6/1M
Context window
1M
openrouter · Aug 17, 2026
16k
seed-bootstrap · Aug 1, 2026
+1M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 93% with Yi-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
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $90.75/month ($1,089/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GLM-5.2:Pick GLM-5.2 when repo-level coding accuracy is the constraint.
  • 2
    Yi-Lightning:Pick Yi-Lightning when you are optimizing output cost.
  • 3
    Yi-Lightning:Pick Yi-Lightning when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGLM-5.2

Higher SWE-bench (69.3%).

High-volume chatYi-Lightning

Lower output list price ($0.14/1M).

Voice / low-latency UIYi-Lightning

Lower TTFT (150 ms).

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 agentsGLM-5.2Higher SWE-bench (69.3%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UIYi-LightningLower TTFT (150 ms).
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.

Community Sentiment

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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
01.AI

Yi-Lightning

Elo 1,475
SWE-bench63.4%
Speed (tok/s)130 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.14/1M

Frequently Asked Questions

Which is better overall, GLM-5.2 or Yi-Lightning?
GLM-5.2 has the higher preference Elo in our latest snapshot (1,492). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GLM-5.2 or Yi-Lightning?
GLM-5.2 leads SWE-bench at 69.3% vs 63.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Lightning output tokens are $0.14/1M versus $3.74/1M. Input prices and retry rates still move the real bill.
Which is faster, GLM-5.2 or Yi-Lightning?
Yi-Lightning has the lower time-to-first-token (150 ms vs 270 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GLM-5.2 accepts 1M tokens versus 16k.
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 Yi-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 Yi-Lightning matchups →
GLM-5.2 vs Z.ai: GLM 5V Turbo (next glm)Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)GLM-5.3 vs GLM-5.2Z.ai: GLM 5V Turbo vs Yi-LightningGemini 2.0 Flash Thinking vs GLM-5.2