Morph V3 Fast vs o4 Mini High (Comparative Analysis)
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Comparative Analysis: Morph V3 Fast vs. o4 Mini High
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Overview
o4 Mini High was released 2 months before Morph V3 Fast.
 Morph V3 Fast |  o4 Mini High | |
|---|---|---|
Model Provider The organization behind this AI's development | Morph | OpenAI |
Input Context Window Maximum input tokens this model can process at once | 81.9K tokens | 200K tokens |
Output Token Limit Maximum output tokens this model can generate at once | 38K tokens | 100K tokens |
Release Date When this model first became publicly available | July 7, 2025 1 year ago July 7th, 2025 | April 16, 2025 1 year ago April 16th, 2025 |
Capabilities & Features
Compare supported features, modalities, and advanced capabilities
Morph V3 Fast | o4 Mini High | |
|---|---|---|
Input Types Supported input formats | 📝Text | 🖼️Image📝Text📁File |
Output Types Supported output formats | 📝Text | 📝Text |
Tokenizer Text encoding system | Other | GPT |
Key Features Advanced capabilities | Function CallingStructured OutputReasoning ModeContent Moderation | ✓Function Calling✓Structured Output✓Reasoning Mode✓Content Moderation |
Pricing
Morph V3 Fast is roughly 0.7x less expensive compared to o4 Mini High for input tokens and roughly 0.3x less expensive for output tokens.
| Morph V3 Fast | o4 Mini High | |
|---|---|---|
Input Token Cost Cost per million input tokens | $0.80 per million tokens | $1.10 per million tokens |
Output Token Cost Cost per million outut tokens | $1.20 per million tokens | $4.40 per million tokens |
Benchmarks
Compare relevant benchmarks between Morph V3 Fast and o4 Mini High.
| Morph V3 Fast | o4 Mini High | |
|---|---|---|
MMLU Measures knowledge across 57 subjects like law, math, history, and science | Benchmark not available. | Benchmark not available. |
MMMU Measures understanding of combined text and images across various domains | Benchmark not available. | Benchmark not available. |
HellaSwag Measures common sense reasoning by having models complete sentences about everyday situations | Benchmark not available. | Benchmark not available. |
At a Glance
Quick overview of what makes Morph V3 Fast and o4 Mini High unique.
Morph V3 Fast by Morph is a text-based AI model. It can handle standard conversations with its 81.9K token context window. Reasonably priced at $0.80/M input and $1.20/M output tokens. Released July 7th, 2025.o4 Mini High by OpenAI understands both text and images, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 200K token context window. Reasonably priced at $1.10/M input and $4.40/M output tokens. Includes built-in content moderation for safer outputs. Released April 16th, 2025.Explore More Comparisons
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Compare o4 Mini High with:
🚀Programming
Best models for coding and development
🎨Creative & Roleplay
Models optimized for creative writing
📢Marketing
Content creation and marketing tasks
💻Technology
Technical analysis and explanations
🔬Science
Scientific research and analysis
🌐Translation
Multilingual translation tasks