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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. GPT-5 vs GPT-5.6 Terra

Pairwise benchmark snapshot · Aug 16, 2026

GPT-5 vs GPT-5.6 Terra benchmark

This page compares GPT-5 (OpenAI) and GPT-5.6 Terra (OpenAI) using the latest snapshots we have as of Aug 16, 2026. On preference Elo, GPT-5 is ahead by 10 points (1,558 vs 1,548; seed-bootstrap (Aug 1, 2026)). On SWE-bench coding, GPT-5.6 Terra resolves 70.4% versus 68.4% (seed-bootstrap (Aug 16, 2026)). GPT-5.6 Terra streams faster (128 tok/s) while GPT-5.6 Terra is the cheaper output token ($6/1M). GPT-5.6 Terra has the larger context window (1.1M tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.

Quick answer

GPT-5 vs GPT-5.6 Terra is a dated snapshot, not a lab score. GPT-5 leads preference Elo (1,558 vs 1,548). GPT-5.6 Terra leads SWE-bench coding. GPT-5.6 Terra is the cheaper output token. Elo is crowd preference, not an exam. Pick the column that matches the job.
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OpenAI

GPT-5

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

Elo 1,558$10/1M out

OpenAI

GPT-5.6 Terra

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

Elo 1,548$6/1M out

Swap or Add Any Model to this Matchup

Instant pairwise benchmark recalculation across 400+ LLMs

Model A
Model B
Quick vs:vs Claude Opus 4.5vs Claude Opus 4.6vs Claude Sonnet 4.5vs Claude 3.7 Sonnet

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

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

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

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
78 tok/svs128 tok/s
Time to first token
290 msvs160 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

Output price
$10/1Mvs$6/1M
Input price
$1.25/1Mvs$1/1M
Context window
400kvs1.1M
GPT-5: 0WGPT-5.6 Terra: 3W
Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageGPT-5.6 Terra 4/6
Preference Elo

GPT-5

10 pts advantage

Throughput Speed

GPT-5.6 Terra

50 tok/s faster

Price Efficiency

GPT-5.6 Terra

$4.00/1M cheaper

Full Benchmark Score Matrix

—
Elo
High is better
+1%1,558
EloHigh is better
1,548
Code Elo
High is better
1,540
Code EloHigh is better
1,542
LiveBench
High is better
+1%69.8%
LiveBenchHigh is better
69.1%
SWE-bench
High is better
68.4%
SWE-benchHigh is better
70.4%+3%
GPQA
High is better
+4%85.2%
GPQAHigh is better
82%
TTFT
Low is better
290 ms
TTFTLow is better
160 ms+81%
Speed
High is better
78 tok/s
SpeedHigh is better
128 tok/s+64%
In $
Low is better
$1.25/1M
In $Low is better
$1/1M+25%
Out $
Low is better
$10/1M
Out $Low is better
$6/1M+67%
Context
High is better
400k
ContextHigh is better
1.1M+163%
Interactive Simulator

Workload Cost & Savings Calculator

Simulate monthly production API costs based on published $/1M tokens.

Save up to 35% 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$193.75 / mo
In: $43.75Out: $150.00
GPT-5.6 Terra$125.00 / mo
In: $35.00Out: $90.00
Estimated Cost Delta

GPT-5.6 Terra is estimated to save $68.75/month ($825/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 ($6/1M).

Voice / low-latency UIGPT-5.6 Terra

Lower TTFT (160 ms).

Long-document RAGGPT-5.6 Terra

Larger window (1.1M).

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 ($6/1M).
Voice / low-latency UIGPT-5.6 TerraLower TTFT (160 ms).
Long-document RAGGPT-5.6 TerraLarger window (1.1M).
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.

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CompareLLM Matrix

Verified head-to-head card

LIVE
VS
OpenAI

GPT-5

Elo 1,558
LiveBench69.8%
SWE-bench68.4%
Speed78 tok/s
Output cost$10/1M
OpenAI

GPT-5.6 Terra

Elo 1,548
LiveBench69.1%
SWE-bench70.4%
Speed128 tok/s
Output cost$6/1M

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 $6/1M versus $10/1M. 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 1.1M 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)GPT-4.5 Orion vs GPT-5.6 TerraOpenAI: o3 Mini vs GPT-5OpenAI: o1 vs GPT-5.6 TerraGLM-5.3 vs GPT-5