ResearchLLM Verifications Leaderboard

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

Head to head · tested 27 Oct 2026

Gemini 3.1 Pro Preview vs Muse Wonder: accuracy, speed and price

Similar accuracy; Gemini 3.1 Pro Preview costs less per question.

GoogleGemini 3.1 Pro Preview77.5% score · #9$0.017 per question124 tok/sMetaMuse Wonder78.8% score · #7$0.021 per question175 tok/s

Verdict

Built from the measurements below

  • Accuracy is too close to call: Gemini 3.1 Pro Preview scored 77.5% and Muse Wonder 78.8% on the same 80 questions, a gap within what chance alone could produce.
  • Gemini 3.1 Pro Preview is 1.2× cheaper per question as billed ($0.017 vs $0.021), reasoning tokens included.
  • Muse Wonder generates text 1.4× faster: 175 tokens per second against 124.
  • Gemini 3.1 Pro Preview starts answering sooner: 3.4 s to the first token, against 16.1 s for Muse Wonder.

Which should you choose?

Choose Gemini 3.1 Pro Preview for the lower cost per correct answer ($0.022 against $0.027) and a quicker first token. Choose Muse Wonder for faster streaming. The widest subject gap is in medicine: Gemini 3.1 Pro Preview answered 7 of 11 correctly, Muse Wonder 5 of 11. With so few questions per subject, treat this as a lead to test on your own prompts, not a result.

Accuracy gap -1.2 points (z = -0.19). 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

MeasureGemini 3.1 Pro PreviewMuse WonderEdge
Verification scoreHigher is better77.5%78.8%Too close to call
Cost per questionLower is better$0.017$0.021Gemini 3.1 Pro Preview
Output speedHigher is better124175Muse Wonder
Time to first tokenLower is better3.4 s16.1 sGemini 3.1 Pro Preview
End-to-end response timeLower is better8.9 s20.8 sGemini 3.1 Pro Preview
Tokens per questionLower is better1,3821,014Muse Wonder
Context windowHigher is better1M1MSimilar

Side by side

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

Every measure

Gemini 3.1 Pro Preview first, Muse Wonder second

Verification scorehigher is better
Gemini 3.1 Pro Preview77.5%
Muse Wonder78.8%
Cost per questionlower is better
Gemini 3.1 Pro Preview$0.017
Muse Wonder$0.021
Output speedhigher is better
Gemini 3.1 Pro Preview124
Muse Wonder175
Time to first tokenlower is better
Gemini 3.1 Pro Preview3.4 s
Muse Wonder16.1 s
End-to-end response timelower is better
Gemini 3.1 Pro Preview8.9 s
Muse Wonder20.8 s
Tokens per questionlower is better
Gemini 3.1 Pro Preview1,382
Muse Wonder1,014
Context windowhigher is better
Gemini 3.1 Pro Preview1M
Muse Wonder1M

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

SpecificationGemini 3.1 Pro PreviewMuse Wonder
CreatorGoogleMeta
Released19 Feb 202612 Oct 2026
Weights——
ReasoningYesYes
Inputaudio, file, image, text, videotext, image, video, file, audio
Outputtexttext
Context window1M tokens1M tokens
Knowledge cutoff——
List price in / out per 1M$2 / $12$4 / $20
Blended price per 1M (3:1)$4.50$8.00
Cheapest hostGoogle · $1 / $6Meta · $4 / $20
Hosts on OpenRouter21
Last tested26 Oct 202627 Oct 2026

Compare any two models →

Gemini 3.1 Pro Preview vs Muse Wonder: frequently asked questions

Is Gemini 3.1 Pro Preview better than Muse Wonder?
On accuracy they are statistically tied: Gemini 3.1 Pro Preview scored 77.5% and Muse Wonder 78.8% on the same 80 questions from open datasets. Similar accuracy; Gemini 3.1 Pro Preview costs less per question.
Which is cheaper, Gemini 3.1 Pro Preview or Muse Wonder?
Gemini 3.1 Pro Preview is cheaper: $0.017 per question as billed, against $0.021. List prices: Gemini 3.1 Pro Preview $2 in / $12 out, Muse Wonder $4 in / $20 out per million tokens.
Which is faster, Gemini 3.1 Pro Preview or Muse Wonder?
Muse Wonder is faster at 175 output tokens per second, against 124. Time to first token: 3.4 s for Gemini 3.1 Pro Preview, 16.1 s for Muse Wonder.
Which has the larger context window, Gemini 3.1 Pro Preview or Muse Wonder?
Both accept about the same amount of context: 1M and 1M tokens.