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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 ByteDance Seed: Seed 1.6 Flash

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

GLM-5.2 vs ByteDance Seed: Seed 1.6 Flash benchmark

In this head-to-head showdown, ByteDance Seed: Seed 1.6 Flash is more budget-friendly at $0.3/1M 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 ByteDance Seed: Seed 1.6 Flash if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

GLM-5.2 (1)ByteDance Seed: Seed 1.6 Flash (2)
GLM-5.2
1 of 3 Wins
✓Context window
ByteDance Seed: Seed 1.6 Flash
2 of 3 Wins
✓Input price✓Output price
Zhipu
Leads 1 of 3 metrics
GLM-5.2

Zhipu flagship. Strong Chinese/English coding and agents.

GLM-5.2Elo 1,492$3.74/1M out
bytedance-seed
Leads 2 of 3 metrics
ByteDance Seed: Seed 1.6 Flash

Auto-discovered from OpenRouter (bytedance-seed/seed-1.6-flash). Preview until a second source matches.

$0.3/1M out

GLM-5 Series Lineage & Sibling Variants

2 models

Currently comparing GLM-5.2 vs ByteDance Seed: Seed 1.6 Flash. 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 LeaderByteDance Seed: Seed 1.6 Flash Wins

ByteDance Seed: Seed 1.6 Flash

$0.3 / 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.

GLM-5.2 (8)vsByteDance Seed: Seed 1.6 Flash (2)
GLM-5.2: 8W (80%)Overall: GLM-5.2ByteDance Seed: Seed 1.6 Flash: 2W (20%)
← GLM-5.2ByteDance Seed: Seed 1.6 Flash →
🏆GLM-5.2(5/5)

Intelligence & Reasoning

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

Benchmark
GLM-5.2vsByteDance Seed: Seed 1.6 Flash
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: 5WByteDance Seed: Seed 1.6 Flash: 0W
🏆GLM-5.2(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GLM-5.2vsByteDance Seed: Seed 1.6 Flash
Output speed
84 tok/svs—
Time to first token
270 msvs—
GLM-5.2: 2WByteDance Seed: Seed 1.6 Flash: 0W
🏆ByteDance Seed: Seed 1.6 Flash(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GLM-5.2vsByteDance Seed: Seed 1.6 Flash
Output price
$3.74/1Mvs$0.3/1M+$3.44/1M
Input price
$1.19/1Mvs$0.075/1M+$1.115/1M
Context window
1Mvs262k+786k
GLM-5.2: 1WByteDance Seed: Seed 1.6 Flash: 2W

Side-by-Side Benchmark Matrix

Preference Elo
GLM-5.21,492
lmarena · Aug 17, 2026
ByteDance Seed: Seed 1.6 Flash—
Coding Elo
GLM-5.21,504
lmarena · Aug 17, 2026
ByteDance Seed: Seed 1.6 Flash—
LiveBench
GLM-5.265.2%
livebench · Aug 17, 2026
ByteDance Seed: Seed 1.6 Flash—
SWE-bench
GLM-5.269.3%
swebench · Aug 17, 2026
ByteDance Seed: Seed 1.6 Flash—
GPQA Diamond
GLM-5.279.5%
seed-bootstrap · Aug 1, 2026
ByteDance Seed: Seed 1.6 Flash—
Time to first token
GLM-5.2270 ms
seed-bootstrap · Aug 1, 2026
ByteDance Seed: Seed 1.6 Flash—
Output speed
GLM-5.284 tok/s
seed-bootstrap · Aug 1, 2026
ByteDance Seed: Seed 1.6 Flash—
Input price+$1.115/1M
GLM-5.2$1.19/1M
openrouter · Aug 17, 2026
ByteDance Seed: Seed 1.6 Flash$0.075/1M
openrouter · Aug 17, 2026
Output price+$3.44/1M
GLM-5.2$3.74/1M
openrouter · Aug 17, 2026
ByteDance Seed: Seed 1.6 Flash$0.3/1M
openrouter · Aug 17, 2026
Context window+786k
GLM-5.21M
openrouter · Aug 17, 2026
ByteDance Seed: Seed 1.6 Flash262k
openrouter · Aug 17, 2026
BenchmarkGLM-5.2ByteDance Seed: Seed 1.6 FlashAdvantage 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
$0.075/1M
openrouter · Aug 17, 2026
+$1.115/1M
Output price
$3.74/1M
openrouter · Aug 17, 2026
$0.3/1M
openrouter · Aug 17, 2026
+$3.44/1M
Context window
1M
openrouter · Aug 17, 2026
262k
openrouter · Aug 17, 2026
+786k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 93% with ByteDance Seed: Seed 1.6 Flash
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
ByteDance Seed: Seed 1.6 Flash$7.13 / mo
In: $2.63Out: $4.5
Estimated Cost Delta

ByteDance Seed: Seed 1.6 Flash is estimated to save $90.63/month ($1,088/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    ByteDance Seed: Seed 1.6 Flash:Pick ByteDance Seed: Seed 1.6 Flash 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 chatByteDance Seed: Seed 1.6 Flash

Lower output list price ($0.3/1M).

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 chatByteDance Seed: Seed 1.6 FlashLower output list price ($0.3/1M).
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.

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
bytedance-seed

ByteDance Seed: Seed 1.6 Flash

Elo n/a
SWE-bench—
Speed (tok/s)262k
Input / 1M Tokens$0.075/1M
Output / 1M Tokens$0.3/1M

Frequently Asked Questions

Which is better overall, GLM-5.2 or ByteDance Seed: Seed 1.6 Flash?
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 ByteDance Seed: Seed 1.6 Flash?
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?
ByteDance Seed: Seed 1.6 Flash output tokens are $0.3/1M versus $3.74/1M. Input prices and retry rates still move the real bill.
Which is faster, GLM-5.2 or ByteDance Seed: Seed 1.6 Flash?
We do not have TTFT for both models.
Which has the larger context window?
GLM-5.2 accepts 1M tokens versus 262k.
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 ByteDance Seed: Seed 1.6 Flash 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 ByteDance Seed: Seed 1.6 Flash 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