GPT-5.4 vs o1-pro
Compare GPT-5.4 and o1-pro. Build AI products powered by either model on Appaca.
Model Comparison
| Feature | GPT-5.4 | o1-pro |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Model Type | text | text |
| Context Window | 1,050,000 tokens | 200,000 tokens |
| Input Cost | $2.50/ 1M tokens | $150.00/ 1M tokens |
| Output Cost | $15.00/ 1M tokens | $600.00/ 1M tokens |
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Strengths & Best Use Cases
GPT-5.4
OpenAI1. Best Intelligence at Scale
- OpenAI positions GPT-5.4 as its frontier model for agentic, coding, and professional workflows.
- Built for complex professional work where stronger reasoning and higher answer quality matter.
2. Configurable Reasoning + Multimodal Input
- Supports configurable reasoning effort from none to xhigh, letting teams balance speed and depth.
- Accepts both text and image inputs while producing text output.
3. Massive Context for Long-Running Work
- 1.05M token context window supports very large codebases, documents, and multi-step workflows.
- Allows up to 128 k output tokens for long-form answers and larger generations.
4. Updated Knowledge & Broad Tool Support
- Knowledge cut-off of Aug 31 2025 keeps it current for newer frameworks and business context.
- Supports tools like web search, file search, code interpreter, hosted shell, computer use, and MCP in the Responses API.
o1-pro
OpenAI1. Maximum-compute o-series model
- Uses significantly more compute per query compared to o1.
- Produces deeper, more reliable reasoning chains.
- Best suited for high-stakes tasks that need correctness over speed.
2. Trained with reinforcement learning for deliberate thinking
- Explicit "think-before-answer" architecture.
- Excels at complex reasoning requiring multi-step analysis.
3. Very strong at math, science, coding, and technical proofs
- Handles long derivations, algorithm design, and difficult logic problems.
- Produces structured and explainable reasoning trails.
4. Great for multi-turn reasoning workflows
- Responses API optimized: can think over multiple internal turns before responding.
- Ideal for agentic reasoning pipelines.
5. Large context window
- 200,000-token context for large documents, multi-file review, and long reasoning traces.
6. Multimodal input (text + image)
- Can analyze images for mathematical diagrams, charts, handwritten content, UI layouts, etc.
- Output is text only.
7. Consistency, reliability, and depth
- Designed for situations where accuracy matters more than latency or cost.
- Strong error-checking and self-correction abilities.
Prompts to Get Started
Use these prompts to power AI products you build on Appaca. Each works great with the models above.
Best for GPT-5.4
textCTR Meta Title + Description Writer
Write multiple CTR-focused meta title/description variants aligned to intent and differentiators.
Collaboration Outreach Request
Draft collaboration outreach messages for partnerships, co-marketing, podcasts, affiliates, and integrations-with clear value exchange and next steps.
Bug Fixer & Debugger
Identify bugs in your code, understand why they happen, and get a corrected version.
Best for o1-pro
textPrepare a Case (Outcome Matrix + Preparation Plan)
Map likely outcomes for a dispute and generate a practical preparation plan across facts, evidence, procedure, and settlement.
Interactive Quiz (Diagnose Challenges + Recommend Solutions)
Design a website quiz that helps your persona self-diagnose challenges and recommends next steps aligned to your USP.
Social Media Content Calendar Generator
Generate a complete month of social media content ideas organized by platform, content type, and posting schedule.