ResearchLLM Verifications Leaderboard

Data as of · 78 models, 80 questions · reviewed by Suhas Bhairav · methodology

Head to head · tested 27 Oct 2026

GPT-5.4 vs GPT-6.1 Terra: accuracy, speed and price

Similar accuracy; GPT-6.1 Terra costs less per question.

OpenAIGPT-5.472.5% score · #21$0.011 per question55 tok/sOpenAIGPT-6.1 Terra73.8% score · #18$0.0013 per question122 tok/s

Verdict

Built from the measurements below

  • Accuracy is too close to call: GPT-5.4 scored 72.5% and GPT-6.1 Terra 73.8% on the same 80 questions, a gap within what chance alone could produce.
  • GPT-6.1 Terra is 8.9× cheaper per question as billed ($0.0013 vs $0.011), reasoning tokens included.
  • GPT-6.1 Terra generates text 2.2× faster: 122 tokens per second against 55.
  • GPT-5.4 starts answering sooner: 1.7 s to the first token, against 2.4 s for GPT-6.1 Terra.

Which should you choose?

Choose GPT-5.4 for a quicker first token. Choose GPT-6.1 Terra for the lower cost per correct answer ($0.0017 against $0.016), faster streaming and shorter outputs (about 195 tokens per question against 706). The widest subject gap is in medicine: GPT-6.1 Terra answered 6 of 11 correctly, GPT-5.4 4 of 11. With so few questions per subject, treat this as a lead to test on your own prompts, not a result.

Accuracy gap -1.3 points (z = -0.18). A winner is called only when z is at least 1.96, the usual 95% threshold. Speed, latency and price need a 10% margin.

Head to head

Same questions, same prompt, same API

MeasureGPT-5.4GPT-6.1 TerraEdge
Verification scoreHigher is better72.5%73.8%Too close to call
Cost per questionLower is better$0.011$0.0013GPT-6.1 Terra
Output speedHigher is better55122GPT-6.1 Terra
Time to first tokenLower is better1.7 s2.4 sGPT-5.4
End-to-end response timeLower is better8.7 s5.8 sGPT-6.1 Terra
Tokens per questionLower is better706195GPT-6.1 Terra
Context windowHigher is better1.1M1.1MSimilar

Side by side

Bars are scaled to the larger of the two values. The winner on each measure is marked in bold.

Every measure

GPT-5.4 first, GPT-6.1 Terra second

Verification scorehigher is better
GPT-5.472.5%
GPT-6.1 Terra73.8%
Cost per questionlower is better
GPT-5.4$0.011
GPT-6.1 Terra$0.0013
Output speedhigher is better
GPT-5.455
GPT-6.1 Terra122
Time to first tokenlower is better
GPT-5.41.7 s
GPT-6.1 Terra2.4 s
End-to-end response timelower is better
GPT-5.48.7 s
GPT-6.1 Terra5.8 s
Tokens per questionlower is better
GPT-5.4706
GPT-6.1 Terra195
Context windowhigher is better
GPT-5.41.1M
GPT-6.1 Terra1.1M

Score vs. cost per question

Both models in color, every other model in grey

Most attractive quadrant0255075100$0.00001$0.0001$0.001$0.01$0.10Cost per question (USD, log) →Verification score (%) →Qwen3.8 2.4T A95BCommand AReka Flash 3Gemma 4 26B A4BGemma 4 31BQwen3.5 397B A17BHermes 4 405BMuse WonderGrok 4.7o3gpt-oss-20bMinistral 3 3B 2512Nova Micro 1.0Phi 4Granite 4.2 8BHy3GLM 5.3 FlashSolar Pro 4Trinity Large ThinkingMiniMax M3Mistral Large 4Claude Opus 5.5GPT-6.1 SolGemini 4 ArgonGPT-5.4GPT-6 Lunagpt-oss-120bLlama 4 Maverick

Specifications and pricing

From OpenRouter's catalogue, plus the leaderboard's test dates

SpecificationGPT-5.4GPT-6.1 Terra
CreatorOpenAIOpenAI
Released5 Mar 202626 Oct 2026
Weights——
ReasoningYesYes
Inputtext, image, filefile, image, text
Outputtexttext
Context window1.1M tokens1.1M tokens
Knowledge cutoff——
List price in / out per 1M$2.5 / $15$1 / $5
Blended price per 1M (3:1)$5.63$2.00
Cheapest hostOpenAI · $1.25 / $7.5OpenAI · $0.5 / $2.5
Hosts on OpenRouter32
Last tested25 Oct 202627 Oct 2026

Compare any two models →

GPT-5.4 vs GPT-6.1 Terra: frequently asked questions

Is GPT-5.4 better than GPT-6.1 Terra?
On accuracy they are statistically tied: GPT-5.4 scored 72.5% and GPT-6.1 Terra 73.8% on the same 80 questions from open datasets. Similar accuracy; GPT-6.1 Terra costs less per question.
Which is cheaper, GPT-5.4 or GPT-6.1 Terra?
GPT-6.1 Terra is cheaper: $0.0013 per question as billed, against $0.011. List prices: GPT-5.4 $2.5 in / $15 out, GPT-6.1 Terra $1 in / $5 out per million tokens.
Which is faster, GPT-5.4 or GPT-6.1 Terra?
GPT-6.1 Terra is faster at 122 output tokens per second, against 55. Time to first token: 1.7 s for GPT-5.4, 2.4 s for GPT-6.1 Terra.
Which has the larger context window, GPT-5.4 or GPT-6.1 Terra?
Both accept about the same amount of context: 1.1M and 1.1M tokens.