Top performer
GPT-4o
80
Atlas score
Reasoning79
Coding79
Creative79
Input
Custom /1M
Output
Custom /1M
Context
128K
Atlas · Updated daily · 38 models indexed
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38 models10 providers0 priced37 long-context94 comparisons
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Search everything →Models
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38 tracked →Providers
Every vendor and the catalog they ship
10 tracked →Comparisons
Head-to-head specs, price and capability diffs
94 pages →Pricing
Input, output and cached rates per million tokens
0 priced →Benchmarks
Capability signals across reasoning, coding & vision
38 scored →Featured comparison
View all →Strong coding signal
Claude 3.5 Sonnet
80
Atlas score
Reasoning79
Coding79
Creative79
Input
Custom /1M
Output
Custom /1M
Context
200K
Pricing & specs
Full pricing table →| Model | Input /1M | Output /1M | Context | Modality |
|---|
Source: ModelsAtlas catalog · verified against provider pricing pagesMethodology →
Lowest input pricing
See cheapest models →Browse by category
All models →Category
Coding assistants
Code generation, debugging, and agentic developer workflows.
CategoryReasoning models
Deliberate reasoning optimized for planning, math, and decision tasks.
CategoryMultimodal generalists
Text + image + audio capable models for universal assistants.
CategoryLong-context models
High context-window models for large docs, codebases, and memory-heavy agents.
CategoryBudget APIs
Cost-efficient models for high-volume workloads and startups.
CategoryOpen-weight models
Self-hostable and fine-tunable models from open ecosystems.
Largest context windows
Best for long context →Claude Opus 4.6Anthropic
1M
Claude Opus 4.7Anthropic
1M
Claude Sonnet 4.6Anthropic
1M
DeepSeek Chat (legacy id)DeepSeek
1M
DeepSeek Reasoner (legacy id)DeepSeek
1M
DeepSeek V4 FlashDeepSeek
1M
Context windows as published by each providerHow we verify →
Latest comparisons
See all comparisons →Compare
GPT-4o vs Claude 3.7 Sonnet
GPT-4o for multimodal breadth, Claude 3.7 for coding-heavy workflows.
CompareGPT-4o vs Claude 3 Opus
Claude 3 Opus for highest reasoning quality, GPT-4o for production ecosystem and speed.
CompareGPT-4o vs Gemini 2.0 Flash
Gemini 2.0 Flash for cost efficiency and 1M context, GPT-4o for mature tool ecosystem.
CompareClaude 3.7 Sonnet vs Claude 3 Opus
Claude 3 Opus for maximum capability on complex tasks, Claude 3.7 Sonnet for best price-to-performance in Claude family.
CompareClaude 3.7 Sonnet vs Gemini 2.0 Flash
Claude 3.7 for coding and instruction following, Gemini 2.0 Flash for large document and video understanding.
CompareClaude 3 Opus vs Gemini 2.0 Flash
Claude 3 Opus for advanced reasoning and analysis, Gemini 2.0 Flash for cost-efficient long-context processing.
Find the right model for the job
01 Best coding models right now
Ranked by tool-calling support, coding signal in model metadata, and overall capability profile.
Derived signal — not an official benchmark runMethodology →
Tracking catalogs from the top providers