Meta · Released Jul 16, 2026

Muse Spark 1.1

Muse Spark 1.1 is a multimodal reasoning model from Meta, built for agentic tasks. It accepts text, images, video, and PDF documents and returns text, with a 1M-token context window....

ReasoningVision
  • Top 12%SciCode
  • Top 22%LMCA
  • Top 23%SimpleQA Verified
  • Top 28%Vending-Bench 2
Released
Jul 16 2026
Context window
1M 944K out
Input / 1M tokens
$1.25
Output / 1M tokens
$4.25

Where to run it

16 providers compared

Cheapest: Meta, NanoGPT, Cloudflare AI Gateway +11 more at $1.25 / $4.25 per 1M input / output tokens — 27% less than the priciest option.

ProviderInputOutputCache readContextMax outputUptimevs. best
Meta $1.25 $4.25 $0.151M944K100%24h Cheapest
NanoGPTno tool calling $1.25 $4.25 $0.151M66K— Cheapest
Cloudflare AI Gateway $1.25 $4.25 $0.161M131K— Cheapest
Kilo Gateway $1.25 $4.25 $0.151M944K— Cheapest
Vercel AI Gateway $1.25 $4.25 $0.151M1M— Cheapest
LLM Gateway $1.25 $4.25 $0.151M131K— Cheapest
Pioneer $1.25 $4.25 $0.151M131K— Cheapest
Abacus $1.25 $4.25 $0.151M32K— Cheapest
DevPass (LLM Gateway) $1.25 $4.25 $0.151M131K— Cheapest
CommandCode $1.25 $4.25 $0.151M131K— Cheapest
Merge Gateway $1.25 $4.25 $0.151M262K— Cheapest
OrcaRouter $1.25 $4.25 $0.151M131K— Cheapest
EmpirioLabs AI $1.25 $4.25 $1.001M131K— Cheapest
Eden AI $1.25 $4.25 $0.151M131K— Cheapest
AIHubMix $1.38 $4.67 —1M131K— +10%
AI/ML API $1.72 $5.84 $0.211M131K— +38%

Value

Price vs. performance

7 models score higher for the same price or lesson DeepSWE, e.g. Gemini 3.8 Flash.

Muse Spark 1.1 Other Meta Other labs Value frontier · DeepSWE vs. input price per 1M tokens (log scale) · Drag to pan, pinch or Ctrl + scroll to zoom, double-click to zoom in.

Benchmarks

12 benchmark scores

BenchmarkScoreRankLeader
DeepSWESoftware engineering · Original long-horizon tasks across active open-source repos 53.3% #19of 26 GPT-6 Astra74.1%
GBAEvalSoftware engineering · Build a Game Boy Advance emulator from scratch 7.9% #13of 23 Claude Opus 579.6%
SciCodeSoftware engineering · Research-coding problems from the natural sciences 58.8% #12of 102 Claude Opus 5.566.9%
APEX-AgentsAgents & computer use · Long professional tasks in banking, consulting and law 31.8% #45of 51 Gemini 4 Argon82.4%
Vending-Bench 2Agents & computer use · Run a simulated vending business for a year (final balance) $6,520 #17of 61 GPT-6 Astra$15,515
GDP.pdfWriting & content · Answer questions about real professional PDFs 15.0% #30of 38 GPT-6.1 Sol35.0%
SimpleQA VerifiedWriting & content · Factual accuracy on 1,000 short questions 57.8% #18of 79 Gemini 4 Argon76.0%
WebDev ArenaDesign & visual · People vote on which model builds the better website (Elo) 1542 #35of 90 Claude Opus 5.51820
CritPtReasoning & knowledge · Open-ended, research-level physics problems 15.1% #39of 111 GPT-5.6 Sol32.3%
Chess PuzzlesReasoning & knowledge · Find the single best move in 100 new puzzles 34.0% #45of 83 GPT-6 Astra76.0%
LMCAReasoning & knowledge · Judge the quality of conceptual arguments like experts 49.9% #26of 123 Claude Sonnet 5.568.3%
ProofBenchMaths · Graduate maths proofs verified in Lean 4 39.0% #40of 70 Claude Sonnet 5.5100.0%

Specs

Details

Model ID
meta/muse-spark-1.1
Developer
Meta
Release date
Jul 16, 2026 ·
Context window
1,048,576 tokens
Max output
943,718 tokens
API price
$1.25 / $4.25 per 1M input / output tokens
Providers
16
Input types
text, image, video, file
Reasoning
Yes
Tool calling
Yes
Open weights
No
Free tier
No

Release date and prices from OpenRouter's catalog; providers from OpenRouter and models.dev. Buying directly from a provider can cost a little differently. Speed, latency and uptime are measured on OpenRouter only; uptime is the share of OpenRouter requests each provider served over the last day. Benchmark scores are the best result per benchmark from Epoch AI, licensed CC BY 4.0. Rank counts every model tracked here with a score.