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o3 vs GPT-4o mini Audio

Compare o3 and GPT-4o mini Audio. Build AI products powered by either model on Appaca.

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Model Comparison

Featureo3GPT-4o mini Audio
ProviderOpenAIOpenAI
Model Typetextaudio
Context Window200,000 tokens128,000 tokens
Input Cost
$2.00/ 1M tokens
$0.15/ 1M tokens
Output Cost
$8.00/ 1M tokens
$0.60/ 1M tokens
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Strengths & Best Use Cases

o3

OpenAI

1. Advanced reasoning capability

  • Designed for multi-step thinking across text, code, and visual inputs.
  • Excels at math, science, logic puzzles, and complex analytical workflows.

2. Strong performance across domains

  • Highly capable in technical writing, data analysis, and structured problem-solving.
  • Useful for research, engineering tasks, and intricate instruction-following.

3. Visual reasoning support

  • Accepts image inputs, enabling tasks such as diagram analysis, chart interpretation, and visual logic assessments.

4. High output capacity

  • Up to 100,000 output tokens, supporting long-form content, technical breakdowns, and multi-part solutions.

5. Excellent instruction following

  • Produces detailed, step-by-step responses for tasks requiring precision and clarity.
  • Ideal for educational explanations, system design reasoning, and code walkthroughs.

6. Large 200K context window

  • Handles long documents, multi-file reasoning, or extended conversations with minimal loss of context.

7. Broad API support

  • Works with Chat Completions, Responses, Realtime, Assistants, Batch, Embeddings, Image Generation, and more.
  • Supports streaming and function calling for advanced workflows.

8. Positioned as a legacy reasoning model

  • Remains extremely capable but formally succeeded by GPT-5, which offers stronger reasoning and performance.

GPT-4o mini Audio

OpenAI

1. Affordable multimodal audio model

  • Extremely low-cost audio + text model for production-scale usage.
  • Ideal for startups and high-volume traffic apps.

2. Fast real-time performance

  • Low latency suitable for responsive voice assistants, AI phone bots, IVR flows, and audio chat apps.
  • Great when speed matters more than deep reasoning.

3. Audio input and audio output

  • Accepts raw audio (speech, recordings, commands).
  • Generates natural audio responses via the REST API.

4. Large 128K context window

  • Handles long conversations, transcriptions, and extended instructions.
  • Supports multi-step voice workflows or multi-part inputs.

5. Great for lightweight reasoning workloads

  • Performs well for classification, instructions, Q&A, rewriting, and audio-driven tasks.
  • Good for voice agents that don't need high-end reasoning like GPT-5.1.

6. Works across major endpoints

  • Chat Completions, Responses API, Realtime API, Assistants, Batch.
  • Supports streaming and function calling.

7. Scalable for commercial production

  • Perfect for customer support hotlines, appointment bots, FAQ voice agents, or embedded voice UI in apps.
  • Reliable and predictable output behavior given its price.

8. Preview model designed for experimentation

  • Lets teams prototype voice-first features with minimal cost.
  • Useful stepping-stone before upgrading to GPT-4o Audio or GPT-5 audio models.

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“I've built with various AI tools and have found Appaca to be the most efficient and user-friendly solution.”

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Frequently Asked Questions

We are here to help!

What is Appaca?
Appaca is a no-code platform for creating end-user AI agents and tools that you can monetize. It allows you to deliver AI solutions to your customers faster without requiring developer help.
What are AI Credits?
AI credits are the currency to bill AI usage. Appaca uses that AI credit for the usage of different large language models (LLMs). You can use any LLM from different providers. For the cost of AI credit for different AI models, please see our pricing page.
Can I make money with the app I built on Appaca?
Yes, you can monetize your AI app easily. All you need to do is to enable monetization in your app with one click. You will be prompted to set up Stripe account easily. Once you have enabled your monetization, you can create subscription plans for your app. For the usage of AI, our AI credit system allows you to bill your customers. You can simply set how much credit you want to charge for your customers. It all comes out of the box.
Can I get more credits?
Absolutely. You can top up AI credits as much as you want if your credits are low.
Can I connect my custom domain to my app?
Yes, you can use your own custom domain name as long as you are on any paid plan.
Are there integrations?
Yes. You can integrate with other third-party tools via API or Webhook in your action workflows builder. We are frequently shipping native integration as well.
Which model should I use for my AI product: o3 or GPT-4o mini Audio?
It depends on your use case. o3 excels at certain tasks while GPT-4o mini Audio has its own strengths. With Appaca, you can build AI tools powered by either model and switch between them anytime - no code changes needed.
Do I need to manage API keys for these models?
No! Appaca handles all API integrations behind the scenes. You focus on building your AI product - we take care of the infrastructure and model connections.
Can I build AI products that use multiple models?
Yes! Appaca supports multi-model AI products. Build tools that leverage the best model for each task - use one model for text generation and another for images, all in the same product.
How does pricing work for AI products on Appaca?
Appaca offers pay-per-use pricing. You only pay for the AI usage your products consume. No need for separate subscriptions to each model provider. Start free and scale as your products grow.
Can I change the model powering my AI product later?
Absolutely! One of the biggest advantages of building on Appaca is the flexibility to switch between o3, GPT-4o mini Audio, or any other supported model with just a few clicks - without rebuilding your product.