Compare / head-to-head

Inkling-SmallvsMuse Spark 1.3

Muse Spark 1.3 leads 10 of 10 shared benchmarks. Inkling-Small is 3.7x 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 – 10
Muse Spark 1.3 leads
Cheaper per token
Inkling-Small
3.7x cheaper, input + output
Larger context
Muse Spark 1.3
1.0M tokens
Providers
2 providers
Thinking Machines Lab · Meta
Inkling-Small
Thinking Machines Lab · released 2026-07-30
textvisionaudio
Context
1M
Max out
—
Input /1M
$0.3 ↗
Output /1M
$1.2 ↗
Cached /1M
$0.06
Scores
29 · 12 core
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
Quality

Benchmark matrix

BenchmarkInkling-SmallMuse Spark 1.3ΔEdge
Reported by both · 10
LMArena Elo1405.2 ↗1494.3 ↗-89.1Muse Spark 1.3
Chess Puzzles (Epoch AI run)18% ↗epoch run38% ↗epoch run-20 ptMuse Spark 1.3
FrontierMath Tier 4 v2 (Epoch AI run)17.1% ↗epoch run46.3% ↗epoch run-29.2 ptMuse Spark 1.3
FrontierMath Tiers 1-3 v2 (Epoch AI run)46.3% ↗epoch run74.4% ↗epoch run-28.1 ptMuse Spark 1.3
LMArena Agent (LMArena)-0.1033 ↗0.04 ↗-0.1Muse Spark 1.3
LMArena Vision (LMArena)1206.3 ↗1290.2 ↗-83.9Muse Spark 1.3
LMArena WebDev (LMArena)1408.2 ↗1656.6 ↗-248.4Muse Spark 1.3
Mystery Game Puzzles (Epoch AI run)6% ↗epoch run25% ↗epoch run-19 ptMuse Spark 1.3
OTIS Mock AIME 2024-2025 (Epoch AI run)90% ↗epoch run99.2% ↗epoch run-9.2 ptMuse Spark 1.3
Terminal-Bench 4.0 (Vals AI)0% ↗24.7% ↗-24.7 ptMuse Spark 1.3
Only Inkling-Small reports · 18
SWE-bench Verified80.2% ↗not reported——
GPQA Diamond88.5% ↗epoch runnot reported——
AIME 202695.5% ↗not reported——
ARC-AGI-184% ↗not reported——
ARC-AGI-240.1% ↗not reported——
BrowseComp (with context management)77.4% ↗not reported——
CharXiv RQ77.4% ↗not reported——
CharXiv RQ (with python)81.3% ↗not reported——
HMMT Feb 202690.2% ↗not reported——
IFBench82.2% ↗not reported——
MCP Atlas (all)79.2% ↗not reported——
MMAU77% ↗not reported——
SAGE (Vals AI)32.7% ↗not reported——
SimpleQA Verified20.6% ↗not reported——
SWE-bench Pro (public)55.9% ↗not reported——
Terminal-Bench 2.1 (best harness)64.7% ↗not reported——
Toolathlon Verified54.4% ↗not reported——
Toolathlon-Verified (HKUST)54.4% ↗not reported——
Only Muse Spark 1.3 reports · 19
APEX-Agents (Mercor)not reported57.8% ↗——
AutomationBenchnot reported49.6% ↗——
DeepSearchQAnot reported90.3% ↗——
DeepSWE v1.1not reported75.4% ↗——
GDPval-AA v2not reported1754 ↗——
JobBenchnot reported64.9% ↗——
LiveBench Agentic Coding (LiveBench)not reported64.1% ↗——
LiveBench Coding (LiveBench)not reported81.1% ↗——
LiveBench Data Analysis (LiveBench)not reported79.6% ↗——
LiveBench Instruction Following (LiveBench)not reported78% ↗——
LiveBench Language (LiveBench)not reported82.8% ↗——
LiveBench Mathematics (LiveBench)not reported95.9% ↗——
LiveBench Reasoning (LiveBench)not reported89.7% ↗——
MRCR 256K-512Knot reported98.5% ↗——
MRCR 512K-1Mnot reported98.1% ↗——
OSWorld 2.0 (partial)not reported66.9% ↗——
SimpleBench (SimpleBench)not reported81.8% ↗——
SWE-Atlas Codebase QnAnot reported59.4% ↗——
Terminal-Bench 2.1not reported88.8% ↗——
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 Inkling-Small minus Muse Spark 1.3 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

SpecInkling-SmallMuse Spark 1.3Edge
Context window1M tokens1.0M tokensMuse Spark 1.3
Max output———
Input price / 1M$0.3 ↗$1.25 ↗Inkling-Small
Output price / 1M$1.2 ↗$4.25 ↗Inkling-Small
Cached input / 1M$0.06 ↗$0.15 ↗Inkling-Small
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$1.5$5.5Inkling-Small
Modalitiestext · vision · audiotext · vision · videoTie
Released2026-07-302026-09-02—
Cited benchmark scores2929—
Reliability

Provider status

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