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Every score has a dated snapshot.

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  3. GLM-5V Turbo vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 16, 2026

GLM-5V Turbo vs GPT-5.6 Terra benchmark

In this head-to-head showdown, GPT-5.6 Terra delivers higher overall intelligence and human-preferred responses (Elo 1,548 vs 1,475), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while GLM-5V Turbo is more budget-friendly at $0.6/1M per 1M output tokens, while GPT-5.6 Terra provides faster response streaming (128 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose GPT-5.6 Terra if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GLM-5V Turbo 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-5V Turbo (2)GPT-5.6 Terra (8)
GLM-5V Turbo
2 of 10 Wins
✓Input price✓Output price
GPT-5.6 Terra
8 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
Zhipu
Leads 2 of 10 metrics
GLM-5V Turbo

Zhipu high-throughput multimodal vision model with sub-second latency and competitive coding.

5V TurboElo 1,475$0.6/1M out
OpenAI
Leads 8 of 10 metrics
GPT-5.6 Terra

OpenAI 5.6 mid tier. Official API $2/$12 per 1M after the Jul 30 2026 price cut.

Terra Mid-TierElo 1,548$12/1M out

GLM-5 Series Lineage & Sibling Variants

3 models

Currently comparing GLM-5V Turbo vs GPT-5.6 Terra. Alternative family tiers available.

Active: GLM-5V Turbo
GLM-5.2$1.8GLM-5.3$1.8
Top Rival Showdowns for GLM-5V Turbo
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

Δ 73 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderGLM-5V Turbo Wins

GLM-5V Turbo

$0.6 / 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-5V Turbo (2)vsGPT-5.6 Terra (8)
GLM-5V Turbo: 2W (20%)Overall: GPT-5.6 TerraGPT-5.6 Terra: 8W (80%)
← GLM-5V TurboGPT-5.6 Terra →
🏆GPT-5.6 Terra(5/5)

Intelligence & Reasoning

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

Benchmark
GLM-5V TurbovsGPT-5.6 Terra
Preference Elo
1,475vs1,548+73
Coding Elo
1,482vs1,542+60
SWE-bench
65.2%vs70.4%+5.2%
LiveBench
63.8%vs69.1%+5.3%
GPQA Diamond
77.4%vs82%+4.6%
GLM-5V Turbo: 0WGPT-5.6 Terra: 5W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GLM-5V TurbovsGPT-5.6 Terra
Output speed
112 tok/svs128 tok/s+16 tok/s
Time to first token
180 msvs160 ms+20 ms
GLM-5V Turbo: 0WGPT-5.6 Terra: 2W
🏆GLM-5V Turbo(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GLM-5V TurbovsGPT-5.6 Terra
Output price
$0.6/1Mvs$12/1M+$11.4/1M
Input price
$0.15/1Mvs$2/1M+$1.85/1M
Context window
128kvs1M+872k
GLM-5V Turbo: 2WGPT-5.6 Terra: 1W

Side-by-Side Benchmark Matrix

Preference Elo+73
GLM-5V Turbo1,475
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1,548
seed-bootstrap · Aug 16, 2026
Coding Elo+60
GLM-5V Turbo1,482
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1,542
seed-bootstrap · Aug 16, 2026
LiveBench+5.3%
GLM-5V Turbo63.8%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra69.1%
seed-bootstrap · Aug 16, 2026
SWE-bench+5.2%
GLM-5V Turbo65.2%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra70.4%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+4.6%
GLM-5V Turbo77.4%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Time to first token+20 ms
GLM-5V Turbo180 ms
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Output speed+16 tok/s
GLM-5V Turbo112 tok/s
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$1.85/1M
GLM-5V Turbo$0.15/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra$2/1M
seed-bootstrap · Aug 16, 2026
Output price+$11.4/1M
GLM-5V Turbo$0.6/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra$12/1M
seed-bootstrap · Aug 16, 2026
Context window+872k
GLM-5V Turbo128k
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1M
seed-bootstrap · Aug 16, 2026
BenchmarkGLM-5V TurboGPT-5.6 TerraAdvantage Delta
Preference Elo
1,475
seed-bootstrap · Aug 1, 2026
1,548
seed-bootstrap · Aug 16, 2026
+73
Coding Elo
1,482
seed-bootstrap · Aug 1, 2026
1,542
seed-bootstrap · Aug 16, 2026
+60
LiveBench
63.8%
seed-bootstrap · Aug 1, 2026
69.1%
seed-bootstrap · Aug 16, 2026
+5.3%
SWE-bench
65.2%
seed-bootstrap · Aug 1, 2026
70.4%
seed-bootstrap · Aug 16, 2026
+5.2%
GPQA Diamond
77.4%
seed-bootstrap · Aug 1, 2026
82%
seed-bootstrap · Aug 16, 2026
+4.6%
Time to first token
180 ms
seed-bootstrap · Aug 1, 2026
160 ms
seed-bootstrap · Aug 16, 2026
+20 ms
Output speed
112 tok/s
seed-bootstrap · Aug 1, 2026
128 tok/s
seed-bootstrap · Aug 16, 2026
+16 tok/s
Input price
$0.15/1M
seed-bootstrap · Aug 1, 2026
$2/1M
seed-bootstrap · Aug 16, 2026
+$1.85/1M
Output price
$0.6/1M
seed-bootstrap · Aug 1, 2026
$12/1M
seed-bootstrap · Aug 16, 2026
+$11.4/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
1M
seed-bootstrap · Aug 16, 2026
+872k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 94% with GLM-5V Turbo
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GLM-5V Turbo$14.25 / mo
In: $5.25Out: $9
GPT-5.6 Terra$250.00 / mo
In: $70Out: $180
Estimated Cost Delta

GLM-5V Turbo is estimated to save $235.75/month ($2,829/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    GPT-5.6 Terra:Pick GPT-5.6 Terra when repo-level coding accuracy is the constraint.
  • 2
    GLM-5V Turbo:Pick GLM-5V Turbo when you are optimizing output cost.
  • 3
    GPT-5.6 Terra:Pick GPT-5.6 Terra when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Terra

Higher SWE-bench (70.4%).

High-volume chatGLM-5V Turbo

Lower output list price ($0.6/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGPT-5.6 Terra

Larger window (1M).

Screenshots / visionGPT-5.6 Terra

Both accept images. Defaulting to the higher-Elo side (GPT-5.6 Terra).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 TerraHigher SWE-bench (70.4%).
High-volume chatGLM-5V TurboLower output list price ($0.6/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (1M).
Screenshots / visionGPT-5.6 TerraBoth accept images. Defaulting to the higher-Elo side (GPT-5.6 Terra).

Related Editorial Dispatches & Benchmark Notes

View all news
priceJul 30, 2026

GPT-5.6 Terra after the Jul 30 cut: $2/$12 mid-tier

Terra is OpenAI’s Sonnet-class invoice. Use it when Sol is too expensive and Luna is too small.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Zhipu

GLM-5V Turbo

Elo 1,475
SWE-bench65.2%
Speed (tok/s)112 tok/s
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M
OpenAI

GPT-5.6 Terra

Elo 1,548
SWE-bench70.4%
Speed (tok/s)128 tok/s
Input / 1M Tokens$2/1M
Output / 1M Tokens$12/1M

Frequently Asked Questions

Which is better overall, GLM-5V Turbo or GPT-5.6 Terra?
GPT-5.6 Terra has the higher preference Elo in our latest snapshot (1,548). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GLM-5V Turbo or GPT-5.6 Terra?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 65.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GLM-5V Turbo output tokens are $0.6/1M versus $12/1M. Input prices and retry rates still move the real bill.
Which is faster, GLM-5V Turbo or GPT-5.6 Terra?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 180 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
GPT-5.6 Terra accepts 1M tokens versus 128k.
Can I self-host either model?
GLM-5V Turbo 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-5V Turbo and GPT-5.6 Terra Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • price · Jul 30, 2026

    GPT-5.6 Terra after the Jul 30 cut: $2/$12 mid-tier

Similar Head-to-Head Comparisons

All GLM-5V Turbo matchups →|All GPT-5.6 Terra matchups →
GLM-5V Turbo vs GLM-5.2 (previous glm)GLM-5V Turbo vs GLM-5.3 (next glm)GPT-4.5 Orion vs GPT-5.6 TerraGPT-5 vs GPT-5.6 TerraGLM-5.3 vs GPT-5.6 TerraOpenAI o3-mini vs GPT-5.6 Terra