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Every score has a dated snapshot.

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  3. GPT-5 vs OpenAI: GPT-5.6 Terra Pro (batch)

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

GPT-5 vs OpenAI: GPT-5.6 Terra Pro (batch) benchmark

In this head-to-head showdown, OpenAI: GPT-5.6 Terra Pro (batch) is more budget-friendly at $6/1M 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 OpenAI: GPT-5.6 Terra Pro (batch) if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

OpenAI: GPT-5.6 Terra Pro (batch) holds empirical advantage (3 of 3 metrics)

Coding / SWESWE-bench
GPT-5Top code solve rate
ReasoningGPQA / Live
GPT-5Top logical accuracy
Best Value$/1M Tok
OpenAI: GPT-5.6 Terra Pro (batch)Lowest API billing cost
Speed / TokTok/Sec
GPT-5Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

GPT-5 (0)OpenAI: GPT-5.6 Terra Pro (batch) (3)
GPT-5
0 of 3 Wins
Competitive baseline across remaining benchmarks
OpenAI: GPT-5.6 Terra Pro (batch)
3 of 3 Wins
✓Input price✓Output price✓Context window
OpenAI
GPT-5

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

Elo 1,558In: $1.25 · Out: $10/1M
OpenAI
Leads 3 of 3
OpenAI: GPT-5.6 Terra Pro (batch)

Auto-discovered from OpenRouter (openai/gpt-5.6-terra-pro:batch). Preview until a second source matches.

In: $1 · Out: $6/1M

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.

Delay
290 ms
Standard
CoT Tokens
~1,500
Internal reasoning
Cost / 1k
$18.63
5.1× base bill
Accuracy Boost
+4.5%
STEM & Logic
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 Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderOpenAI: GPT-5.6 Terra Pro (batch) Wins

OpenAI: GPT-5.6 Terra Pro (batch)

$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 standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

GPT-5 (7)vsOpenAI: GPT-5.6 Terra Pro (batch) (3)
GPT-5: 7W (70%)Overall: GPT-5OpenAI: GPT-5.6 Terra Pro (batch): 3W (30%)
← GPT-5OpenAI: GPT-5.6 Terra Pro (batch) →
🏆GPT-5 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
GPT-5vsOpenAI: GPT-5.6 Terra Pro (batch)
Preference Elo
1,558vs—
Coding Elo
1,540vs—
SWE-bench
68.4%vs—
LiveBench
69.8%vs—
GPQA Diamond
85.2%vs—
GPT-5: 5WOpenAI: GPT-5.6 Terra Pro (batch): 0W
🏆GPT-5 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-5vsOpenAI: GPT-5.6 Terra Pro (batch)
Output speed
78 tok/svs—
Time to first token
290 msvs—
GPT-5: 2WOpenAI: GPT-5.6 Terra Pro (batch): 0W
🏆OpenAI: GPT-5.6 Terra Pro (batch) Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-5vsOpenAI: GPT-5.6 Terra Pro (batch)
Output price
$10/1Mvs$6/1M+$4/1M
Input price
$1.25/1Mvs$1/1M+$0.25/1M
Context window
400kvs1.1M+650k
GPT-5: 0WOpenAI: GPT-5.6 Terra Pro (batch): 3W

Side-by-Side Benchmark Matrix

GPT-5OpenAI: GPT-5.6 Terra Pro (batch)
Preference Elo
GPT-51,558
OpenAI: GPT-5.6 Terra Pro (batch)—
Coding Elo
GPT-51,540
OpenAI: GPT-5.6 Terra Pro (batch)—
LiveBench
GPT-569.8%
OpenAI: GPT-5.6 Terra Pro (batch)—
SWE-bench
GPT-568.4%
OpenAI: GPT-5.6 Terra Pro (batch)—
GPQA Diamond
GPT-585.2%
OpenAI: GPT-5.6 Terra Pro (batch)—
Time to first token
GPT-5290 ms
OpenAI: GPT-5.6 Terra Pro (batch)—
Output speed
GPT-578 tok/s
OpenAI: GPT-5.6 Terra Pro (batch)—
Input priceOpenAI: GPT-5.6 Terra Pro (batch) +$0.25/1M
GPT-5$1.25/1M
OpenAI: GPT-5.6 Terra Pro (batch)$1/1M
Output priceOpenAI: GPT-5.6 Terra Pro (batch) +$4/1M
GPT-5$10/1M
OpenAI: GPT-5.6 Terra Pro (batch)$6/1M
Context windowOpenAI: GPT-5.6 Terra Pro (batch) +650k
GPT-5400k
OpenAI: GPT-5.6 Terra Pro (batch)1.1M
BenchmarkGPT-5OpenAI: GPT-5.6 Terra Pro (batch)Advantage Delta
Preference Elo
1,558
lmarena · Aug 17, 2026
——
Coding Elo
1,540
lmarena · Aug 17, 2026
——
LiveBench
69.8%
livebench · Aug 17, 2026
——
SWE-bench
68.4%
swebench · Aug 17, 2026
——
GPQA Diamond
85.2%
seed-bootstrap · Aug 1, 2026
——
Time to first token
290 ms
seed-bootstrap · Aug 1, 2026
——
Output speed
78 tok/s
seed-bootstrap · Aug 1, 2026
——
Input price
$1.25/1M
openrouter · Aug 17, 2026
$1/1M
openrouter · Aug 17, 2026
+$0.25/1M
Output price
$10/1M
openrouter · Aug 17, 2026
$6/1M
openrouter · Aug 17, 2026
+$4/1M
Context window
400k
openrouter · Aug 17, 2026
1.1M
openrouter · Aug 17, 2026
+650k

Workload Cost & Savings Calculator

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

Save 35% with OpenAI: GPT-5.6 Terra Pro (batch)
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
OpenAI: GPT-5.6 Terra Pro (batch)$125.00 / mo
In: $35Out: $90
Estimated Cost Delta

OpenAI: GPT-5.6 Terra Pro (batch) is estimated to save $68.75/month ($825/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    OpenAI: GPT-5.6 Terra Pro (batch):Pick OpenAI: GPT-5.6 Terra Pro (batch) when you are optimizing output cost.
  • 2
    OpenAI: GPT-5.6 Terra Pro (batch):Pick OpenAI: GPT-5.6 Terra Pro (batch) for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatOpenAI: GPT-5.6 Terra Pro (batch)

Lower output list price ($6/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGOpenAI: GPT-5.6 Terra Pro (batch)

Larger window (1.1M).

Screenshots / visionGPT-5

GPT-5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatOpenAI: GPT-5.6 Terra Pro (batch)Lower output list price ($6/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGOpenAI: GPT-5.6 Terra Pro (batch)Larger window (1.1M).
Screenshots / visionGPT-5GPT-5 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
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 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$1.25/1M
Output / 1M Tokens$10/1M
OpenAI

OpenAI: GPT-5.6 Terra Pro (batch)

Elo n/a
SWE-bench—
Speed (tok/s)1.1M
Input / 1M Tokens$1/1M
Output / 1M Tokens$6/1M

Frequently Asked Questions

Which is better overall, GPT-5 or OpenAI: GPT-5.6 Terra Pro (batch)?
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, GPT-5 or OpenAI: GPT-5.6 Terra Pro (batch)?
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?
OpenAI: GPT-5.6 Terra Pro (batch) output tokens are $6/1M versus $10/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-5 or OpenAI: GPT-5.6 Terra Pro (batch)?
We do not have TTFT for both models.
Which has the larger context window?
OpenAI: GPT-5.6 Terra Pro (batch) 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 OpenAI: GPT-5.6 Terra Pro (batch) Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Aug 8, 2025

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

Similar Head-to-Head Comparisons

All GPT-5 matchups →|All OpenAI: GPT-5.6 Terra Pro (batch) matchups →
GPT-5 vs GPT-4.5 Orion (previous gpt-flagship)GPT-5 vs GPT-5.6 Sol (next gpt-flagship)GPT-5.6 Terra vs GPT-5OpenAI: o3 Mini vs GPT-5OpenAI: o1 vs GPT-5GLM-5.3 vs GPT-5