Compare / head-to-head

Muse Spark 1.3vsSeed1.8

Muse Spark 1.3 and Seed1.8 do not yet share a public benchmark, so quality cannot be compared apples-to-apples. Seed1.8 is 2.4x cheaper per token. Muse Spark 1.3 has the larger context window (1.0M tokens).

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

Shared benchmarks
0
no overlap yet
Cheaper per token
Seed1.8
2.4x cheaper, input + output
Larger context
Muse Spark 1.3
1.0M tokens
Providers
2 providers
Meta · ByteDance Seed
Muse Spark 1.3
Meta · released 2026-09-02
textvisionvideo
Context
1.0M
Max out
—
Input /1M
$1.25 ↗
Output /1M
$4.25 ↗
Cached /1M
$0.15
Scores
29 · 7 core
Seed1.8
ByteDance Seed · released 2025-12-18
textvisionvideo
Context
256K
Max out
64K
Input /1M
$0.25 ↗
Output /1M
$2 ↗
Cached /1M
$0.05
Scores
16 · 6 core
Quality

Benchmark matrix

BenchmarkMuse Spark 1.3Seed1.8ΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only Muse Spark 1.3 reports · 29
LMArena Elo1494.3 ↗not reported——
APEX-Agents (Mercor)57.8% ↗not reported——
AutomationBench49.6% ↗not reported——
Chess Puzzles (Epoch AI run)38% ↗epoch runnot reported——
DeepSearchQA90.3% ↗not reported——
DeepSWE v1.175.4% ↗not reported——
FrontierMath Tier 4 v2 (Epoch AI run)46.3% ↗epoch runnot reported——
FrontierMath Tiers 1-3 v2 (Epoch AI run)74.4% ↗epoch runnot reported——
GDPval-AA v21754 ↗not reported——
JobBench64.9% ↗not reported——
LiveBench Agentic Coding (LiveBench)64.1% ↗not reported——
LiveBench Coding (LiveBench)81.1% ↗not reported——
LiveBench Data Analysis (LiveBench)79.6% ↗not reported——
LiveBench Instruction Following (LiveBench)78% ↗not reported——
LiveBench Language (LiveBench)82.8% ↗not reported——
LiveBench Mathematics (LiveBench)95.9% ↗not reported——
LiveBench Reasoning (LiveBench)89.7% ↗not reported——
LMArena Agent (LMArena)0.04 ↗not reported——
LMArena Vision (LMArena)1290.2 ↗not reported——
LMArena WebDev (LMArena)1656.6 ↗not reported——
MRCR 256K-512K98.5% ↗not reported——
MRCR 512K-1M98.1% ↗not reported——
Mystery Game Puzzles (Epoch AI run)25% ↗epoch runnot reported——
OSWorld 2.0 (partial)66.9% ↗not reported——
OTIS Mock AIME 2024-2025 (Epoch AI run)99.2% ↗epoch runnot reported——
SimpleBench (SimpleBench)81.8% ↗not reported——
SWE-Atlas Codebase QnA59.4% ↗not reported——
Terminal-Bench 2.188.8% ↗not reported——
Terminal-Bench 4.0 (Vals AI)24.7% ↗not reported——
Only Seed1.8 reports · 16
SWE-bench Verifiednot reported72.9% ↗——
MMLU-Pronot reported84.9% ↗——
AIME-25not reported94.3% ↗——
ARC-AGI-1not reported67.9% ↗——
BFCL-v4not reported57.2% ↗——
BrowseComp-ennot reported67.6% ↗——
GPQA-Diamondnot reported83.8% ↗——
HLE (text-only, agentic search)not reported40.9% ↗——
LiveCodeBench(v6)not reported79.5% ↗——
MM-BrowseCompnot reported46.3% ↗——
Multi-SWE-Benchnot reported42% ↗——
MultiChallengenot reported66.7% ↗——
OSWorld-Verified (XLANG)not reported61.9% ↗——
Terminal Bench 2.0not reported45.2% ↗——
WideSearchnot reported63.8% ↗——
τ2-Benchnot reported72% ↗——
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 Muse Spark 1.3 minus Seed1.8 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

SpecMuse Spark 1.3Seed1.8Edge
Context window1.0M tokens256K tokensMuse Spark 1.3
Max output—64K tokens—
Input price / 1M$1.25 ↗$0.25 ↗Seed1.8
Output price / 1M$4.25 ↗$2 ↗Seed1.8
Cached input / 1M$0.15 ↗$0.05 ↗Seed1.8
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.5$2.25Seed1.8
Modalitiestext · vision · videotext · vision · videoTie
Released2026-09-022025-12-18—
Cited benchmark scores2916—
Reliability

Provider status

All providers →
More matchups

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Seed1.8 vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run Muse Spark 1.3 and Seed1.8 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.