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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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  2. Comparisons
  3. GPT-5 vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 16, 2026

GPT-5 vs GPT-5.6 Terra benchmark

In this head-to-head showdown, GPT-5 delivers higher overall intelligence and human-preferred responses (Elo 1,558 vs 1,548), while GPT-5.6 Terra leads in SWE-bench software engineering benchmarks (70.4%), while GPT-5.6 Terra is more budget-friendly at $12/1M 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 GPT-5 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-5.6 Terra 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

GPT-5 (3)GPT-5.6 Terra (7)
GPT-5
3 of 10 Wins
✓Preference Elo✓LiveBench✓GPQA Diamond
GPT-5.6 Terra
7 of 10 Wins
✓Coding Elo✓SWE-bench✓Time to first token✓Output speed✓Input price✓Output price✓Context window
OpenAI
Leads 3 of 10 metrics
GPT-5

OpenAI flagship reasoning model for 2025–26. Strong general preference Elo and multimodal coverage.

Elo 1,558$20/1M out
OpenAI
Leads 7 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

GPT-5 Series Lineage & Sibling Variants

2 models

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

Active: GPT-5
GPT-5 mini$2

GPT-5 Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Standard)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
290 ms
Standard speed
Reasoning Depth
~1,500
Internal tokens
Cost / 1k Calls
$38.50
4.5× standard bill
Accuracy Boost
+4.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for GPT-5
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderGPT-5 Wins

GPT-5

Δ 10 Arena Elo pts

Throughput LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

128 tok/s

Value per Dollar LeaderGPT-5.6 Terra Wins

GPT-5.6 Terra

$12 / 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.

GPT-5 (3)vsGPT-5.6 Terra (7)
GPT-5: 3W (30%)Overall: GPT-5.6 TerraGPT-5.6 Terra: 7W (70%)
← GPT-5GPT-5.6 Terra →
🏆GPT-5(3/5)

Intelligence & Reasoning

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

Benchmark
GPT-5vsGPT-5.6 Terra
Preference Elo
1,558vs1,548+10
Coding Elo
1,540vs1,542+2
SWE-bench
68.4%vs70.4%+2%
LiveBench
69.8%vs69.1%+0.7%
GPQA Diamond
85.2%vs82%+3.2%
GPT-5: 3WGPT-5.6 Terra: 2W
🏆GPT-5.6 Terra(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5vsGPT-5.6 Terra
Output speed
78 tok/svs128 tok/s+50 tok/s
Time to first token
290 msvs160 ms+130 ms
GPT-5: 0WGPT-5.6 Terra: 2W
🏆GPT-5.6 Terra(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5vsGPT-5.6 Terra
Output price
$20/1Mvs$12/1M+$8/1M
Input price
$5/1Mvs$2/1M+$3/1M
Context window
400kvs1M+600k
GPT-5: 0WGPT-5.6 Terra: 3W

Side-by-Side Benchmark Matrix

Preference Elo+10
GPT-51,558
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1,548
seed-bootstrap · Aug 16, 2026
Coding Elo+2
GPT-51,540
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1,542
seed-bootstrap · Aug 16, 2026
LiveBench+0.7%
GPT-569.8%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra69.1%
seed-bootstrap · Aug 16, 2026
SWE-bench+2%
GPT-568.4%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra70.4%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+3.2%
GPT-585.2%
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra82%
seed-bootstrap · Aug 16, 2026
Time to first token+130 ms
GPT-5290 ms
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra160 ms
seed-bootstrap · Aug 16, 2026
Output speed+50 tok/s
GPT-578 tok/s
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra128 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$3/1M
GPT-5$5/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra$2/1M
seed-bootstrap · Aug 16, 2026
Output price+$8/1M
GPT-5$20/1M
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra$12/1M
seed-bootstrap · Aug 16, 2026
Context window+600k
GPT-5400k
seed-bootstrap · Aug 1, 2026
GPT-5.6 Terra1M
seed-bootstrap · Aug 16, 2026
BenchmarkGPT-5GPT-5.6 TerraAdvantage Delta
Preference Elo
1,558
seed-bootstrap · Aug 1, 2026
1,548
seed-bootstrap · Aug 16, 2026
+10
Coding Elo
1,540
seed-bootstrap · Aug 1, 2026
1,542
seed-bootstrap · Aug 16, 2026
+2
LiveBench
69.8%
seed-bootstrap · Aug 1, 2026
69.1%
seed-bootstrap · Aug 16, 2026
+0.7%
SWE-bench
68.4%
seed-bootstrap · Aug 1, 2026
70.4%
seed-bootstrap · Aug 16, 2026
+2%
GPQA Diamond
85.2%
seed-bootstrap · Aug 1, 2026
82%
seed-bootstrap · Aug 16, 2026
+3.2%
Time to first token
290 ms
seed-bootstrap · Aug 1, 2026
160 ms
seed-bootstrap · Aug 16, 2026
+130 ms
Output speed
78 tok/s
seed-bootstrap · Aug 1, 2026
128 tok/s
seed-bootstrap · Aug 16, 2026
+50 tok/s
Input price
$5/1M
seed-bootstrap · Aug 1, 2026
$2/1M
seed-bootstrap · Aug 16, 2026
+$3/1M
Output price
$20/1M
seed-bootstrap · Aug 1, 2026
$12/1M
seed-bootstrap · Aug 16, 2026
+$8/1M
Context window
400k
seed-bootstrap · Aug 1, 2026
1M
seed-bootstrap · Aug 16, 2026
+600k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 47% with GPT-5.6 Terra
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-5$475.00 / mo
In: $175Out: $300
GPT-5.6 Terra$250.00 / mo
In: $70Out: $180
Estimated Cost Delta

GPT-5.6 Terra is estimated to save $225.00/month ($2,700/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
    GPT-5.6 Terra:Pick GPT-5.6 Terra when time-to-first-token matters more than peak Elo.
  • 3
    GPT-5.6 Terra:Pick GPT-5.6 Terra for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsGPT-5.6 Terra

Higher SWE-bench (70.4%).

High-volume chatGPT-5.6 Terra

Lower output list price ($12/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGPT-5.6 Terra

Larger window (1M).

Screenshots / visionGPT-5

Both accept images. Defaulting to the higher-Elo side (GPT-5).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGPT-5.6 TerraHigher SWE-bench (70.4%).
High-volume chatGPT-5.6 TerraLower output list price ($12/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (1M).
Screenshots / visionGPT-5Both accept images. Defaulting to the higher-Elo side (GPT-5).

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.

launchAug 8, 2025

GPT-5 (2025) remains the legacy OpenAI flagship baseline

Still a common compare target. 5.6 Sol replaced it as the buy; GPT-5 stays for old URLs.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-5

Elo 1,558
SWE-bench68.4%
Speed (tok/s)78 tok/s
Input / 1M Tokens$5/1M
Output / 1M Tokens$20/1M
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, GPT-5 or GPT-5.6 Terra?
GPT-5 has the higher preference Elo in our latest snapshot (1,558). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-5 or GPT-5.6 Terra?
GPT-5.6 Terra leads SWE-bench at 70.4% vs 68.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-5.6 Terra output tokens are $12/1M versus $20/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5 or GPT-5.6 Terra?
GPT-5.6 Terra has the lower time-to-first-token (160 ms vs 290 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 400k.
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. GPT-5 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

  • launch · Aug 8, 2025

    GPT-5 (2025) remains the legacy OpenAI flagship baseline

Similar Head-to-Head Comparisons

All GPT-5 matchups →|All GPT-5.6 Terra matchups →
GPT-5 vs GPT-4.5 Orion (previous gpt-flagship)GPT-5 vs GPT-5.6 Sol (next gpt-flagship)OpenAI o3-mini vs GPT-5GPT-4.5 Orion vs GPT-5.6 TerraOpenAI o1 vs GPT-5.6 TerraGLM-5.3 vs GPT-5