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Every score has a dated snapshot.

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  3. OpenAI: GPT-5.6 Terra Pro (batch) vs OpenAI: o1

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

OpenAI: GPT-5.6 Terra Pro (batch) vs OpenAI: o1 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: Both OpenAI: GPT-5.6 Terra Pro (batch) and OpenAI: o1 present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Executive Verdict Summary

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

Coding / SWESWE-bench
OpenAI: o1Top code solve rate
ReasoningGPQA / Live
OpenAI: o1Top logical accuracy
Best Value$/1M Tok
OpenAI: GPT-5.6 Terra Pro (batch)Lowest API billing cost
Speed / TokTok/Sec
OpenAI: o1Fastest stream rate

Verified Advantage Breakdown

3 benchmarks evaluated across capability, speed, and cost

OpenAI: GPT-5.6 Terra Pro (batch) (3)OpenAI: o1 (0)
OpenAI: GPT-5.6 Terra Pro (batch)
3 of 3 Wins
✓Input price✓Output price✓Context window
OpenAI: o1
0 of 3 Wins
Competitive baseline across remaining benchmarks
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
OpenAI
OpenAI: o1

Auto-discovered from OpenRouter (openai/o1). Preview until a second source matches.

Elo 1,512In: $15 · Out: $60/1M

OpenAI: o1 Thinking Depth & Cost Scaler

Model B

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
420 ms
Standard
CoT Tokens
~1,500
Internal reasoning
Cost / 1k
$115.50
4.5× base bill
Accuracy Boost
+4.5%
STEM & Logic
Top Rival Showdowns for OpenAI: GPT-5.6 Terra Pro (batch)
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.

OpenAI: GPT-5.6 Terra Pro (batch) (3)vsOpenAI: o1 (7)
OpenAI: GPT-5.6 Terra Pro (batch): 3W (30%)Overall: OpenAI: o1OpenAI: o1: 7W (70%)
← OpenAI: GPT-5.6 Terra Pro (batch)OpenAI: o1 →
🏆OpenAI: o1 Leads(5/5)

Intelligence & Reasoning

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

Benchmark
OpenAI: GPT-5.6 Terra Pro (batch)vsOpenAI: o1
Preference Elo
—vs1,512
Coding Elo
—vs1,485
SWE-bench
—vs48.9%
LiveBench
—vs65.4%
GPQA Diamond
—vs78%
OpenAI: GPT-5.6 Terra Pro (batch): 0WOpenAI: o1: 5W
🏆OpenAI: o1 Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
OpenAI: GPT-5.6 Terra Pro (batch)vsOpenAI: o1
Output speed
—vs45 tok/s
Time to first token
—vs420 ms
OpenAI: GPT-5.6 Terra Pro (batch): 0WOpenAI: o1: 2W
🏆OpenAI: GPT-5.6 Terra Pro (batch) Leads(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
OpenAI: GPT-5.6 Terra Pro (batch)vsOpenAI: o1
Output price
$6/1Mvs$60/1M+$54/1M
Input price
$1/1Mvs$15/1M+$14/1M
Context window
1.1Mvs200k+850k
OpenAI: GPT-5.6 Terra Pro (batch): 3WOpenAI: o1: 0W

Side-by-Side Benchmark Matrix

OpenAI: GPT-5.6 Terra Pro (batch)OpenAI: o1
Preference Elo
OpenAI: GPT-5.6 Terra Pro (batch)—
OpenAI: o11,512
Coding Elo
OpenAI: GPT-5.6 Terra Pro (batch)—
OpenAI: o11,485
LiveBench
OpenAI: GPT-5.6 Terra Pro (batch)—
OpenAI: o165.4%
SWE-bench
OpenAI: GPT-5.6 Terra Pro (batch)—
OpenAI: o148.9%
GPQA Diamond
OpenAI: GPT-5.6 Terra Pro (batch)—
OpenAI: o178%
Time to first token
OpenAI: GPT-5.6 Terra Pro (batch)—
OpenAI: o1420 ms
Output speed
OpenAI: GPT-5.6 Terra Pro (batch)—
OpenAI: o145 tok/s
Input priceOpenAI: GPT-5.6 Terra Pro (batch) +$14/1M
OpenAI: GPT-5.6 Terra Pro (batch)$1/1M
OpenAI: o1$15/1M
Output priceOpenAI: GPT-5.6 Terra Pro (batch) +$54/1M
OpenAI: GPT-5.6 Terra Pro (batch)$6/1M
OpenAI: o1$60/1M
Context windowOpenAI: GPT-5.6 Terra Pro (batch) +850k
OpenAI: GPT-5.6 Terra Pro (batch)1.1M
OpenAI: o1200k
BenchmarkOpenAI: GPT-5.6 Terra Pro (batch)OpenAI: o1Advantage Delta
Preference Elo—
1,512
lmarena · Aug 17, 2026
—
Coding Elo—
1,485
lmarena · Aug 17, 2026
—
LiveBench—
65.4%
livebench · Aug 17, 2026
—
SWE-bench—
48.9%
swebench · Aug 17, 2026
—
GPQA Diamond—
78%
seed-bootstrap · Aug 1, 2026
—
Time to first token—
420 ms
seed-bootstrap · Aug 1, 2026
—
Output speed—
45 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$1/1M
openrouter · Aug 17, 2026
$15/1M
openrouter · Aug 17, 2026
+$14/1M
Output price
$6/1M
openrouter · Aug 17, 2026
$60/1M
openrouter · Aug 17, 2026
+$54/1M
Context window
1.1M
openrouter · Aug 17, 2026
200k
openrouter · Aug 17, 2026
+850k

Workload Cost & Savings Calculator

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

Save 91% 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)
OpenAI: GPT-5.6 Terra Pro (batch)$125.00 / mo
In: $35Out: $90
OpenAI: o1$1,425.00 / mo
In: $525Out: $900
Estimated Cost Delta

OpenAI: GPT-5.6 Terra Pro (batch) is estimated to save $1,300.00/month ($15,600/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 / visionOpenAI: o1

OpenAI: o1 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 / visionOpenAI: o1OpenAI: o1 is the side marked multimodal in the catalog.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
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
OpenAI

OpenAI: o1

Elo 1,512
SWE-bench48.9%
Speed (tok/s)45 tok/s
Input / 1M Tokens$15/1M
Output / 1M Tokens$60/1M

Frequently Asked Questions

Which is better overall, OpenAI: GPT-5.6 Terra Pro (batch) or OpenAI: o1?
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, OpenAI: GPT-5.6 Terra Pro (batch) or OpenAI: o1?
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 $60/1M. Input prices and retry rates still move the real bill.
Which is faster, OpenAI: GPT-5.6 Terra Pro (batch) or OpenAI: o1?
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 200k.
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. OpenAI: GPT-5.6 Terra Pro (batch) and OpenAI: o1 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All OpenAI: GPT-5.6 Terra Pro (batch) matchups →|All OpenAI: o1 matchups →
OpenAI: o1 vs GPT-4o (previous gpt-flagship)OpenAI: o1 vs GPT-4.5 Orion (next gpt-flagship)GPT-5 vs OpenAI: o1GPT-5.6 Sol vs OpenAI: o1GPT-5.6 Terra vs OpenAI: o1GPT-5 mini vs OpenAI: o1