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  5. GPT-5.1-CodexvsMuse Spark 1.3 Contributor
Updated Sep 2026

GPT-5.1-CodexvsMuse Spark 1.3 Contributor

Muse Spark 1.3 Contributor is cheaper than GPT-5.1-Codex at $0.1/M vs $1.25/M input tokens.

GPT-5.1-Codex and Muse Spark 1.3 Contributor compared across 52 shared prompts
SpecGPT-5.1-CodexMuse Spark 1.3 Contributor
Input price$1.25/M tokens$0.1/M tokens
Output price$10/M tokens$0.2/M tokens
Context window400K tokens1.0M tokens
WeightsClosedClosed
Free API (OpenRouter)NoNo
ReleasedNov 2025Sep 2026
Our Verdict
GPT-5.1-Codex
GPT-5.1-Codex
Muse Spark 1.3 Contributor
Muse Spark 1.3 Contributor

Not enough votes to call it. On the specs, nothing separates them.

Muse Spark 1.3 Contributor costs 50x less per token.

Too close to call

Reviewing agent-written code?See a Brief PR report

API pricing

Cost per 1M tokens

GPT-5.1-Codex
Input
$1.25
Output
$10.00
Muse Spark 1.3 Contributor
Input
$0.10
13× cheaper
Output
$0.20
50× cheaper

Muse Spark 1.3 Contributor is cheaper on both: 13× input, 50× output.

Where to run it

2 hosts

GPT-5.1-Codex1 host
HostInOutContextUptime
Azure AI Foundry$1.25 in·$10.00 out·400k·99.9% up
Muse Spark 1.3 Contributor1 host
HostInOutContextUptime
Meta$0.10 in·$0.20 out·1M·100% up

Per million tokens. Prices and uptime via OpenRouter, checked 12 Sep 2026.

Writing DNA

Style Comparison

Similarity
43%

GPT-5.1-Codex uses 18.6x more transitions

GPT-5.1-Codex
Muse Spark 1.3 Contributor
70%Vocabulary58%
17wSentence Length13w
0.39Hedging0.27
3.4Bold2.8
3.5Lists2.3
0.00Emoji0.00
0.50Headings0.44
0.38Transitions0.02
Based on 14 + 27 text responses
Research

What we learned reading every model

FAQ

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