Compare / head-to-head

Gemini 3.8 FlashvsMuse Spark 1.2

Gemini 3.8 Flash leads 14 of 20 shared benchmarks. Gemini 3.8 Flash is 1.2x cheaper per token. Both offer a 1.0M-token context window.

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
14 – 6
Gemini 3.8 Flash leads
Cheaper per token
Gemini 3.8 Flash
1.2x cheaper, input + output
Larger context
Tie
both 1.0M tokens
Providers
2 providers
Google · Meta
Gemini 3.8 Flash
Google · released 2026-09-02
textvisionaudio
Context
1.0M
Max out
66K
Input /1M
$0.75 ↗
Output /1M
$3.75 ↗
Cached /1M
$0.075
Scores
43 · 10 core
Muse Spark 1.2
Meta · released 2026-08-05
textvisionvideoaudio
Context
1.0M
Max out
—
Input /1M
$1.25 ↗
Output /1M
$4.25 ↗
Cached /1M
$0.15
Scores
23 · 5 core
Quality

Benchmark matrix

BenchmarkGemini 3.8 FlashMuse Spark 1.2ΔEdge
Reported by both · 20
LMArena Elo1494.8 ↗1493.5 ↗+1.3Gemini 3.8 Flash
APEX-Agents (Mercor)64.3% ↗36.4% ↗+27.9 ptGemini 3.8 Flash
DeepSWE v1.173.7% ↗59.3% ↗+14.4 ptGemini 3.8 Flash
DeepSWE v1.1 (Datacurve)73.8% ↗54.9% ↗+18.9 ptGemini 3.8 Flash
FrontierSWE V2 (Proximal Labs)19.6% ↗12% ↗+7.6 ptGemini 3.8 Flash
LiveBench Agentic Coding (LiveBench)54.2% ↗57.6% ↗-3.4 ptMuse Spark 1.2
LiveBench Coding (LiveBench)72.5% ↗77.5% ↗-5 ptMuse Spark 1.2
LiveBench Data Analysis (LiveBench)54% ↗76.5% ↗-22.5 ptMuse Spark 1.2
LiveBench Instruction Following (LiveBench)81.4% ↗74.3% ↗+7.1 ptGemini 3.8 Flash
LiveBench Language (LiveBench)87.8% ↗78.6% ↗+9.2 ptGemini 3.8 Flash
LiveBench Mathematics (LiveBench)91.6% ↗91.2% ↗+0.4 ptGemini 3.8 Flash
LiveBench Reasoning (LiveBench)89.3% ↗90% ↗-0.7 ptMuse Spark 1.2
LMArena Agent (LMArena)0.0297 ↗-0.0327 ↗+0.1Gemini 3.8 Flash
LMArena Vision (LMArena)1290.3 ↗1292.8 ↗-2.5Muse Spark 1.2
LMArena WebDev (LMArena)1582.7 ↗1531.8 ↗+50.9Gemini 3.8 Flash
SAGE (Vals AI)35.1% ↗47.7% ↗-12.6 ptMuse Spark 1.2
SimpleBench (SimpleBench)82.4% ↗74.5% ↗+7.9 ptGemini 3.8 Flash
SimpleQA Verified69.7% ↗epoch run60.3% ↗epoch run+9.4 ptGemini 3.8 Flash
Terminal-Bench 4.0 (Vals AI)19.2% ↗6.1% ↗+13.1 ptGemini 3.8 Flash
WeirdML (Håvard Tveit Ihle)84.8% ↗60.3% ↗+24.5 ptGemini 3.8 Flash
Only Gemini 3.8 Flash reports · 17
GPQA Diamond95.3% ↗not reported——
CharXiv Reasoning (no tools)86.2% ↗not reported——
Chess Puzzles (Epoch AI run)61% ↗epoch runnot reported——
FrontierMath Tier 4 v2 (Epoch AI run)22% ↗epoch runnot reported——
FrontierMath Tiers 1-3 v2 (Epoch AI run)68.4% ↗epoch runnot reported——
Furniture Assembly (Epoch AI run)31.7% ↗epoch runnot reported——
GDPVal-AA v21545 ↗not reported——
Harvey's Legal Agent Benchmark10% ↗not reported——
HLE-Verified54.9% ↗not reported——
LABBench286.2% ↗not reported——
Mystery Game Puzzles (Epoch AI run)47% ↗epoch runnot reported——
OSWorld-2.059% ↗not reported——
OTIS Mock AIME 2024-2025 (Epoch AI run)98.9% ↗epoch runnot reported——
Terminal-bench 2.189.4% ↗not reported——
Terminal-bench 4.019.1% ↗not reported——
Vals Finance Agent v261.4% ↗not reported——
Vending-Bench 2 (Andon Labs)5093.79 ↗not reported——
Only Muse Spark 1.2 reports · 3
MCP Atlasnot reported90.3% ↗——
Terminal-Bench 2.1not reported82.9% ↗——
Toolathlon-Verified (HKUST)not reported75.9% ↗——
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Gemini 3.8 Flash minus Muse Spark 1.2 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGemini 3.8 FlashMuse Spark 1.2Edge
Context window1.0M tokens1.0M tokensTie
Max output66K tokens——
Input price / 1M$0.75 ↗$1.25 ↗Gemini 3.8 Flash
Output price / 1M$3.75 ↗$4.25 ↗Gemini 3.8 Flash
Cached input / 1M$0.075 ↗$0.15 ↗Gemini 3.8 Flash
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$4.5$5.5Gemini 3.8 Flash
Modalitiestext · vision · audiotext · vision · video · audioMuse Spark 1.2
Released2026-09-022026-08-05—
Cited benchmark scores4323—
Reliability

Provider status

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