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 Spark Open: accuracy, speed and price

Similar accuracy; Muse Spark Open costs less per question.

GoogleGemini 3.1 Pro Preview77.5% score · #9$0.017 per question124 tok/sMetaMuse Spark Open77.5% score · #9$0.0045 per question220 tok/s

Verdict

Built from the measurements below

  • Accuracy is too close to call: Gemini 3.1 Pro Preview scored 77.5% and Muse Spark Open 77.5% on the same 80 questions, a gap within what chance alone could produce.
  • Muse Spark Open is 3.8× cheaper per question as billed ($0.0045 vs $0.017), reasoning tokens included.
  • Muse Spark Open generates text 1.8× faster: 220 tokens per second against 124.
  • Muse Spark Open starts answering sooner: 0.5 s to the first token, against 3.4 s for Gemini 3.1 Pro Preview.

Which should you choose?

Choose Muse Spark Open for the lower cost per correct answer ($0.0058 against $0.022), faster streaming, a quicker first token, open weights you can run yourself and more hosts to choose from on OpenRouter (6 against 2).

Accuracy gap +0.0 points (z = 0.00). 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 Spark OpenEdge
Verification scoreHigher is better77.5%77.5%Too close to call
Cost per questionLower is better$0.017$0.0045Muse Spark Open
Output speedHigher is better124220Muse Spark Open
Time to first tokenLower is better3.4 s0.5 sMuse Spark Open
End-to-end response timeLower is better8.9 s3.2 sMuse Spark Open
Tokens per questionLower is better1,382964Muse Spark Open
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 Spark Open second

Verification scorehigher is better
Gemini 3.1 Pro Preview77.5%
Muse Spark Open77.5%
Cost per questionlower is better
Gemini 3.1 Pro Preview$0.017
Muse Spark Open$0.0045
Output speedhigher is better
Gemini 3.1 Pro Preview124
Muse Spark Open220
Time to first tokenlower is better
Gemini 3.1 Pro Preview3.4 s
Muse Spark Open0.5 s
End-to-end response timelower is better
Gemini 3.1 Pro Preview8.9 s
Muse Spark Open3.2 s
Tokens per questionlower is better
Gemini 3.1 Pro Preview1,382
Muse Spark Open964
Context windowhigher is better
Gemini 3.1 Pro Preview1M
Muse Spark Open1M

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 Spark Open
CreatorGoogleMeta
Released19 Feb 202615 Oct 2026
Weights—Open 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$1.25 / $4.25
Blended price per 1M (3:1)$4.50$2.00
Cheapest hostGoogle · $1 / $6Makora · $1.25 / $4.25
Hosts on OpenRouter26
Last tested26 Oct 202626 Oct 2026

Compare any two models →

Gemini 3.1 Pro Preview vs Muse Spark Open: frequently asked questions

Is Gemini 3.1 Pro Preview better than Muse Spark Open?
On accuracy they are statistically tied: Gemini 3.1 Pro Preview scored 77.5% and Muse Spark Open 77.5% on the same 80 questions from open datasets. Similar accuracy; Muse Spark Open costs less per question.
Which is cheaper, Gemini 3.1 Pro Preview or Muse Spark Open?
Muse Spark Open is cheaper: $0.0045 per question as billed, against $0.017. List prices: Gemini 3.1 Pro Preview $2 in / $12 out, Muse Spark Open $1.25 in / $4.25 out per million tokens.
Which is faster, Gemini 3.1 Pro Preview or Muse Spark Open?
Muse Spark Open is faster at 220 output tokens per second, against 124. Time to first token: 3.4 s for Gemini 3.1 Pro Preview, 0.5 s for Muse Spark Open.
Which has the larger context window, Gemini 3.1 Pro Preview or Muse Spark Open?
Both accept about the same amount of context: 1M and 1M tokens.