BenchLeader

GPT-5.4 Pro vs GPT-6.1 Terra

Full profiles: GPT-5.4 Pro (OpenAI) and GPT-6.1 Terra (OpenAI): every benchmark, price and rank.

Updated · Data from 5 sources

As of 27 Oct 2026, GPT-5.4 Pro and GPT-6.1 Terra (max) are neck and neck on quality (63.2 vs 65.9 on the BenchLeader Index, inside the ±7.9 margin of error), and GPT-6.1 Terra (max) costs 34× less, which makes it the better buy for most workloads. Pick GPT-5.4 Pro for multimodal (70 vs 68); pick GPT-6.1 Terra for reasoning (86 vs 73).

Which to pick for…

The pick's numbers come first. Category scores on the BenchLeader scale (50 is the average model, 15 points one standard deviation). High confidence means a lead of half a standard deviation or more; under one point is called either.

Use casePickWhyConfidence
ReasoningGPT-6.1 Terra86 vs 73 category scoreHigh
KnowledgeEither74 vs 75 category scoreEither
Images and other mediaGPT-5.4 Pro70 vs 68 category scoreMedium
Lowest costGPT-6.1 Terra$2.00 vs $67.50 per 1M blended; agentic coding session $0.080 vs $2.52–
High volume on a budgetNeither flagshipA smaller model is usually the better fit: Cheapest good LLMs, Fastest LLMs–

Key differences

  • GPT-5.4 Pro and GPT-6.1 Terra (max) are neck and neck on quality (63.2 vs 65.9, within the ±7.9 margin).
  • GPT-5.4 Pro is stronger in instruction following, multimodal.
  • GPT-6.1 Terra (max) is stronger in knowledge, reasoning, composite, long context.
  • GPT-6.1 Terra (max) is 34× cheaper ($2.00 vs $67.50 per 1M blended).

At a glance

SpecGPT-5.4 ProGPT-6.1 Terra
DeveloperOpenAIOpenAI
Released4 Mar 202626 Oct 2026
Context window (tokens)1,050,0001,050,000
Compared atGPT-5.4 ProGPT-6.1 Terra (max)
Open weightsNoNo
Price in / out / cached input per 1M$30.00 / $180.00 / –$1.00 / $5.00 / $0.050

Category by category

Category scores on the BenchLeader scale: 50 is the average evaluated model, 15 points is one standard deviation. A gap under one point is called level.

CategoryGPT-5.4 ProGPT-6.1 Terra (max)Leader
Reasoning72.586.2GPT-6.1 Terra
Knowledge73.674.5level
Instruction following63.2–not comparable
Multimodal69.867.5GPT-5.4 Pro
Long context–66.3not comparable
Composite–82.8not comparable

Where sources disagree

Across the 0 benchmarks both have, GPT-5.4 Pro leads 0, GPT-6.1 Terra leads 0.

Overall indexGPT-5.4 ProGPT-6.1 Terra (max)Leader
BenchLeader Index63.265.9neck and neck

Each publisher runs its own tasks, harnesses and effort settings, so their overall verdicts can differ; BenchLeader reconciles them on one scale. † measured at another effort setting of the same model (the publisher did not test the one compared here).

Price, speed and latency

List prices blended at three input tokens per output token. Per-task prices use the token counts on the methodology page; suite cost is what Artificial Analysis paid to run its whole Intelligence Index.

MeasureGPT-5.4 ProGPT-6.1 Terra (max)
Blended price per 1M tokens$67.50$2.00
Input / output per 1M$30.00 / $180.00$1.00 / $5.00
Cached input per 1M–$0.050
Price per task: chat reply$0.066$0.0019
Price per task: summarize a 30-page report$0.468$0.015
Price per task: code edit$0.450$0.013
Price per task: agentic coding session$2.52$0.080
Price per task: structured extraction$0.096$0.0030
Cost to run a full benchmark suite–$0.403
Output speed–91 tok/s
Time to first answer–131.8 s
Time to a complete answer–137.3 s

Each model is compared at its best-ranked reasoning-effort setting. GPT-5.4 Pro scores 63.2; GPT-5.4 Pro (xhigh) scores 61.8. GPT-6.1 Terra (max) scores 65.9 and takes 132 s to its first answer token; GPT-6.1 Terra (xhigh) scores 65.0 in 18 s, GPT-6.1 Terra (high) scores 64.7 in 7 s. Higher effort means more thinking before the answer: better scores, longer waits and more tokens billed. How reasoning effort changes scores and cost.

Every benchmark

41 benchmarks, grouped by category; each name links to the board and its leaders. † measured at another effort setting of the same model, shown for reference and not counted as a win.

MetricPublisherGPT-5.4 ProGPT-6.1 Terra (max)
BenchLeader IndexBenchLeader63.265.9
Instruction following scoreBenchLeader63.2–
Knowledge scoreBenchLeader73.674.5
Multimodal scoreBenchLeader69.867.5
Reasoning scoreBenchLeader72.586.2
Composite scoreBenchLeader–82.8
Long context scoreBenchLeader–66.3
Blended price $/MBenchLeader$67.50$2.00
Output speedBenchLeader–91 tok/s
Time to first answerBenchLeader–131.8 s
Context windowBenchLeader1,050,000 tokens1,050,000 tokens
Reasoning
GPQA DiamondEpoch AI Benchmarking Hub94.6%†–
Humanity's Last ExamScale AI / CAIS44.3%–
SimpleBenchSimpleBench74.1%–
LiveBench 2.0 ReasoningLiveBench–88.7%†
Humanity's Last Exam (AA)Artificial Analysis–46.3%
ARC-AGI-1ARC Prize94.5%†–
ARC-AGI-2ARC Prize83.3%†–
CritPtArtificial Analysis30.0%†28.0%
Chess PuzzlesEpoch AI Benchmarking Hub59.0%†–
Coding
WeirdMLWeirdML57.4%†–
LiveBench 2.0 CodingLiveBench–90.8%†
SciCode (AA)Artificial Analysis–55.1%
Terminal-Bench 4.0 (AA)Artificial Analysis–55.6%
FrontierCode 1.1 (AA)Artificial Analysis–36.0%
Agents & tools
LiveBench Long AgenticLiveBench–48.6%†
LiveBench BrowserLiveBench–93.1%†
AutomationBenchArtificial Analysis–60.2%
GDP.pdf (AA)Artificial Analysis–28.6%
AA-Briefcase v1.1Artificial Analysis–1402
Terminal-Bench-Science 0.1 (AA)Artificial Analysis–57.6%
Maths
FrontierMath Tiers 1–3Epoch AI Benchmarking Hub82.5%†–
FrontierMath Tier 4Epoch AI Benchmarking Hub58.5%†–
MathArena ApexMathArena69.8%†–
Knowledge
SimpleQA VerifiedEpoch AI Benchmarking Hub46.3%†–
LiveBench 2.0 Data AnalysisLiveBench–82.3%†
Show all 41 benchmarks
MetricPublisherGPT-5.4 ProGPT-6.1 Terra (max)
Knowledge
LiveBench ResearchLiveBench–73.9%†
AA-OmniscienceArtificial Analysis–29.8
MultiNRCScale AI SEAL62.3%–
AA-Omniscience: accuracyArtificial Analysis–49.1%
AA-Omniscience: non-hallucinationArtificial Analysis–62.0%
Instruction following
MultiChallengeScale AI SEAL69.2%–
TutorBenchScale AI SEAL56.6%–
Multimodal
LiveBench DesignLiveBench–82.3%†
MMMU-ProArtificial Analysis–84.7%
VISTAScale AI SEAL53.9%–
Long context
AA-LCRArtificial Analysis–82.7%
Composite
Epoch Capabilities IndexEpoch AI Benchmarking Hub159.6–
LiveBench 2.0LiveBench–77.2%†
AA Intelligence Index v4.3.2Artificial Analysis–48.1
Safety & honesty
FORTRESSScale AI SEAL14.8%18.2%†
MASKScale AI SEAL91.7%–

Data as of 2026-10-27. Best configuration of each model; every score links to its source on the model pages.

What changed

  • GPT-5.4 Pro: 1 score revision.
  • GPT-5.4 Pro: BenchLeader Index 62.1 → 63.6.
  • GPT-5.4 Pro: 1 new result (MultiNRC).
  • GPT-5.4 Pro: BenchLeader Index 64.0 → 62.1.
  • GPT-5.4 Pro: BenchLeader Index 63.4 → 64.0.
  • GPT-5.4 Pro: 1 new result (TutorBench).
  • GPT-5.4 Pro: BenchLeader Index 64.0 → 63.4.
  • GPT-5.4 Pro: BenchLeader Index 62.6 → 64.0.
  • GPT-5.4 Pro: 1 new result (MultiChallenge).
  • GPT-5.4 Pro: 1 new result (MultiNRC).

Rankings: Best LLM overall · Best LLM for agents · Best cheap LLMs

GPT-5.4 Pro vs GPT-6.1 Terra: questions

Is GPT-5.4 Pro better than GPT-6.1 Terra?
GPT-5.4 Pro and GPT-6.1 Terra (max) are neck and neck on quality (63.2 vs 65.9, within the ±7.9 margin). The BenchLeader Index combines every independent quality benchmark; the two are within the margin of error as of 2026-10-27, so check the category scores for your use.
Which is cheaper, GPT-5.4 Pro or GPT-6.1 Terra, and will that change?
GPT-6.1 Terra is cheaper today: $2.00 against $67.50 per million tokens, blended at three input tokens per output token. No price change has been announced for either.
Which is better for long documents?
Both accept 1,050,000 tokens of context.
When was GPT-6.1 Terra released?
GPT-6.1 Terra was released on 26 Oct 2026.