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Pize est un assistant de programmation basé sur l’IA, conçu pour le calcul scientifique et l’analyse statistique. Il fonctionne dans Pize Code et Positron et est également proposé sous forme de SDK.

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Compte

Instantané du secteur

Le paysage des modèles

Une vue hebdomadaire de qui est plus fort, et ce que cette force coûte. Les scores viennent d’une évaluation indépendante, pas de Pize.

Semaine du 17 Oct 2026Intelligence Index v4.3Mis à jour chaque jour
Overall

Qui mène sur les scores de qualité indépendants

0–100 · plus long est plus fort

Claude Opus 5.5 (Max, Default Fallback)
57.6
Claude Opus 5.5 (Xhigh, Default Fallback)
56
Claude Sonnet 5.5 (Max, Default Fallback)
56
Claude Opus 5.5 (High, Default Fallback)
53.6
Claude Fable 5.1 (Max, Default Fallback)
53.4
Claude Fable 5.1 (Xhigh, Default Fallback)
53.2
GPT-6 Astra (Max)
52.7
Gemini 4 Argon (High)
52.6
GPT-6 Astra (Xhigh)
52.4
Muse Wonder (Max)
52.4
Claude Sonnet 5.5 (Xhigh, Default Fallback)
51.9
GPT-6.1 Sol (Max)
51.8
Claude Opus 5.5 (Medium, Default Fallback)
51.2
Claude Fable 5.1 (High, Default Fallback)
51.2
GPT-6.1 Sol (Xhigh)
51
GPT-6 Astra (High)
50.9
Claude Opus 5 (Max)
50.8
GPT-6.1 Sol (High)
50.2
Claude Opus 5 (Xhigh)
49.7
GPT-6 Astra (Medium)
49.6
Overall

Qualité vs coût

Plus fort · moins cherPlus fort · plus cherPlus faible · moins cherPlus faible · plus cher$0.00$5.00$10.004048556370Moins cherCost per Index taskPlus cherScore
Claude Opus 5.5 (Max, Default Fallback)Claude Opus 5.5 (Xhigh, Default Fallback)Claude Sonnet 5.5 (Max, Default Fallback)Claude Opus 5.5 (High, Default Fallback)Claude Fable 5.1 (Max, Default Fallback)Claude Fable 5.1 (Xhigh, Default Fallback)GPT-6 Astra (Max)Gemini 4 Argon (High)GPT-6 Astra (Xhigh)Muse Wonder (Max)Claude Sonnet 5.5 (Xhigh, Default Fallback)GPT-6.1 Sol (Max)Claude Opus 5.5 (Medium, Default Fallback)Claude Fable 5.1 (High, Default Fallback)GPT-6.1 Sol (Xhigh)GPT-6 Astra (High)Claude Opus 5 (Max)GPT-6.1 Sol (High)Claude Opus 5 (Xhigh)GPT-6 Astra (Medium)
Coding

Code vs coût

Plus fort · moins cherPlus fort · plus cherPlus faible · moins cherPlus faible · plus cher$0.00$5.00$10.004053657890Moins cherCost per Index taskPlus cherScore
Claude Opus 5.5 (Max, Default Fallback)Claude Opus 5.5 (Xhigh, Default Fallback)Claude Sonnet 5.5 (Max, Default Fallback)Claude Opus 5.5 (High, Default Fallback)Claude Fable 5.1 (Max, Default Fallback)Claude Fable 5.1 (Xhigh, Default Fallback)GPT-6 Astra (Max)Gemini 4 Argon (High)GPT-6 Astra (Xhigh)Muse Wonder (Max)Claude Sonnet 5.5 (Xhigh, Default Fallback)GPT-6.1 Sol (Max)Claude Opus 5.5 (Medium, Default Fallback)Claude Fable 5.1 (High, Default Fallback)GPT-6.1 Sol (Xhigh)GPT-6 Astra (High)Claude Opus 5 (Max)GPT-6.1 Sol (High)Claude Opus 5 (Xhigh)GPT-6 Astra (Medium)
Science

Raisonnement scientifique vs coût

Plus fort · moins cherPlus fort · plus cherPlus faible · moins cherPlus faible · plus cher$0.00$5.00$10.004048556370Moins cherCost per Index taskPlus cherScore
Claude Opus 5.5 (Max, Default Fallback)Claude Opus 5.5 (Xhigh, Default Fallback)Claude Sonnet 5.5 (Max, Default Fallback)Claude Opus 5.5 (High, Default Fallback)Claude Fable 5.1 (Max, Default Fallback)Claude Fable 5.1 (Xhigh, Default Fallback)GPT-6 Astra (Max)Gemini 4 Argon (High)GPT-6 Astra (Xhigh)Muse Wonder (Max)Claude Sonnet 5.5 (Xhigh, Default Fallback)GPT-6.1 Sol (Max)Claude Opus 5.5 (Medium, Default Fallback)Claude Fable 5.1 (High, Default Fallback)GPT-6.1 Sol (Xhigh)GPT-6 Astra (High)Claude Opus 5 (Max)GPT-6.1 Sol (High)Claude Opus 5 (Xhigh)GPT-6 Astra (Medium)

Artificial Analysis ne publie pas d’indice scientifique distinct sur cet instantané, donc ce panneau utilise l’Intelligence Index.

Overall

Model details

Sort the snapshot by quality, cost, or speed. Select up to three models to compare.

Model details
Select model
Claude Opus 5.5 (Max, Default Fallback)Anthropic57.657.657.6*$5.9897.46 tok/s——
Claude Opus 5.5 (Xhigh, Default Fallback)Anthropic565656*$3.4686.55 tok/s——
Claude Sonnet 5.5 (Max, Default Fallback)Anthropic565656*$5.46141.37 tok/s——
Claude Opus 5.5 (High, Default Fallback)Anthropic53.653.653.6*$1.8283.47 tok/s——
Claude Fable 5.1 (Max, Default Fallback)Anthropic53.481.653.4*$7.6370.94 tok/s——
Claude Fable 5.1 (Xhigh, Default Fallback)Anthropic53.280.753.2*$5.9864.06 tok/s——
GPT-6 Astra (Max)OpenAI52.776.952.7*$3.2657.43 tok/s——
Gemini 4 Argon (High)Google52.652.652.6*$1.99———
GPT-6 Astra (Xhigh)OpenAI52.475.952.4*$2.3154.53 tok/s——
Muse Wonder (Max)Meta52.452.452.4*$4.52180.84 tok/s——
Claude Sonnet 5.5 (Xhigh, Default Fallback)Anthropic51.951.951.9*$2.01113.77 tok/s——
GPT-6.1 Sol (Max)OpenAI51.851.851.8*$0.7266.03 tok/s——
Claude Opus 5.5 (Medium, Default Fallback)Anthropic51.251.251.2*$1.3485.73 tok/s——
Claude Fable 5.1 (High, Default Fallback)Anthropic51.279.151.2*$3.9158.64 tok/s——
GPT-6.1 Sol (Xhigh)OpenAI515151*$0.3958.49 tok/s——
GPT-6 Astra (High)OpenAI50.977.150.9*$1.7352.87 tok/s——
Claude Opus 5 (Max)Anthropic50.87850.8*$5.8659.87 tok/s——
GPT-6.1 Sol (High)OpenAI50.250.250.2*$0.3257.54 tok/s——
Claude Opus 5 (Xhigh)Anthropic49.77749.7*$4.8853.11 tok/s——
GPT-6 Astra (Medium)OpenAI49.676.749.6*$1.5448.5 tok/s——
Overall

Compare models

3/3

Claude Opus 5.5 (Max, Default Fallback)

Anthropic

Overall
57.6
Coding
57.6
Science
57.6
Cost per Index task
$5.98
Speed
97.46 tok/s

Claude Opus 5.5 (Xhigh, Default Fallback)

Anthropic

Overall
56
Coding
56
Science
56
Cost per Index task
$3.46
Speed
86.55 tok/s

Claude Sonnet 5.5 (Max, Default Fallback)

Anthropic

Overall
56
Coding
56
Science
56
Cost per Index task
$5.46
Speed
141.37 tok/s
Science

Scientific task scores

A task-by-task view of the scientific capabilities available in this snapshot.

Scientific task data coverage

0/160 reported task scores

Artificial Analysis ne publie pas d’indice scientifique distinct sur cet instantané, donc ce panneau utilise l’Intelligence Index.

20/20Aggregate fallback
ModelpythonDataAnalysisrStatisticsbioinformaticsmathReasoningstatisticalInferenceliteratureUnderstandingreproducibleCodedataVisualization
Claude Opus 5.5 (Max, Default Fallback)Anthropic57.6*57.6*57.6*57.6*57.6*57.6*57.6*57.6*
Claude Opus 5.5 (Xhigh, Default Fallback)Anthropic56*56*56*56*56*56*56*56*
Claude Sonnet 5.5 (Max, Default Fallback)Anthropic56*56*56*56*56*56*56*56*
Claude Opus 5.5 (High, Default Fallback)Anthropic53.6*53.6*53.6*53.6*53.6*53.6*53.6*53.6*
Claude Fable 5.1 (Max, Default Fallback)Anthropic53.4*53.4*53.4*53.4*53.4*53.4*53.4*53.4*
Claude Fable 5.1 (Xhigh, Default Fallback)Anthropic53.2*53.2*53.2*53.2*53.2*53.2*53.2*53.2*
GPT-6 Astra (Max)OpenAI52.7*52.7*52.7*52.7*52.7*52.7*52.7*52.7*
Gemini 4 Argon (High)Google52.6*52.6*52.6*52.6*52.6*52.6*52.6*52.6*
GPT-6 Astra (Xhigh)OpenAI52.4*52.4*52.4*52.4*52.4*52.4*52.4*52.4*
Muse Wonder (Max)Meta52.4*52.4*52.4*52.4*52.4*52.4*52.4*52.4*
Claude Sonnet 5.5 (Xhigh, Default Fallback)Anthropic51.9*51.9*51.9*51.9*51.9*51.9*51.9*51.9*
GPT-6.1 Sol (Max)OpenAI51.8*51.8*51.8*51.8*51.8*51.8*51.8*51.8*
Claude Opus 5.5 (Medium, Default Fallback)Anthropic51.2*51.2*51.2*51.2*51.2*51.2*51.2*51.2*
Claude Fable 5.1 (High, Default Fallback)Anthropic51.2*51.2*51.2*51.2*51.2*51.2*51.2*51.2*
GPT-6.1 Sol (Xhigh)OpenAI51*51*51*51*51*51*51*51*
GPT-6 Astra (High)OpenAI50.9*50.9*50.9*50.9*50.9*50.9*50.9*50.9*
Claude Opus 5 (Max)Anthropic50.8*50.8*50.8*50.8*50.8*50.8*50.8*50.8*
GPT-6.1 Sol (High)OpenAI50.2*50.2*50.2*50.2*50.2*50.2*50.2*50.2*
Claude Opus 5 (Xhigh)Anthropic49.7*49.7*49.7*49.7*49.7*49.7*49.7*49.7*
GPT-6 Astra (Medium)OpenAI49.6*49.6*49.6*49.6*49.6*49.6*49.6*49.6*

Reported by source · Aggregate fallback

API officielles

Tarifs et inscription

Pages officielles de tarifs et d’inscription API des fournisseurs de modèles et des passerelles ci-dessous. Ce sont des pages tierces. Les API ne sont pas vendues par Pize.

Pages officielles tierces. Ces API ne sont pas vendues par Pize.