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GPT-5.2 vs o1-pro

Compare pricing, context windows, and strengths for GPT-5.2 by OpenAI and o1-pro by OpenAI - and see how to put either to work in Appaca.

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GPT-5.2

Previous frontier model for complex professional work with configurable reasoning effort.

View GPT-5.2
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o1-pro

A high-compute version of the o1 reasoning model, trained with reinforcement learning to think before answering and produce consistently stronger multi-step reasoning across math, science, coding, and analysis tasks.

View o1-pro

GPT-5.2 vs o1-pro at a glance

Specs and pricing side by side, from the Appaca AI models directory.

Spec GPT-5.2 o1-pro
Provider OpenAI OpenAI
Model type Text Text
Context window 400K tokens 200K tokens
Input price $1.75 / 1M tokens $150 / 1M tokens
Output price $14 / 1M tokens $600 / 1M tokens
Status Superseded by GPT-5.4 Current
Key differences

How GPT-5.2 and o1-pro differ

What the numbers mean in practice when choosing between GPT-5.2 and o1-pro.

  • GPT-5.2 is 99% cheaper on input tokens ($1.75 vs $150 per million), which adds up quickly in document-heavy workloads.

  • GPT-5.2 is 98% cheaper on output tokens ($14 vs $600 per million) - the bigger factor for tools that generate long documents.

  • GPT-5.2's 400K tokens context window is roughly 2x larger than o1-pro's 200K tokens, so it can work across bigger codebases, contracts, or archives in one pass.

  • GPT-5.2 has been superseded by GPT-5.4 - for new builds, consider the newer model first.

Strengths side by side

Where each model shines, according to benchmarks and provider positioning.

GPT-5.2

1. Advanced Reasoning for Diverse Domains

  • Built to tackle coding and agentic workflows across multiple industries, with configurable reasoning support.

2. Multi-Modal & Long-Form Capabilities

  • Handles both text and image inputs, producing text output.
  • Allows up to 128 k output tokens for lengthy responses.

3. Large Context & Updated Knowledge

  • 400 k token context window accommodates extensive codebases or documents.
  • Knowledge cut-off of Aug 31 2025 keeps it current with recent developments.

o1-pro

1. 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.
Appaca

Use GPT-5.2 or o1-pro - or both

Appaca is the AI workspace for operators. Build internal tools and AI co-workers powered by GPT-5.2 or o1-pro - connected to your real data and ready for your whole team. No code, no deployment.

Describe it, and it's built

Tell the Appaca agent the internal tool you need and it builds a working app powered by GPT-5.2 or o1-pro. No code, no API keys, no deployment.

Switch models without rebuilding

Start on GPT-5.2, test the same tool on o1-pro, and keep whichever performs better - the rest of your app stays exactly as it is.

Automated for the whole team

Schedule tools to run on autopilot - daily digests, weekly reports, real-time triggers - and share them with your whole team from one workspace.

Describe it, and it's built

Tell the Appaca agent what your team needs and it builds a working app powered by GPT-5.2 or o1-pro - connected to the tools you already use.

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FAQs

Is GPT-5.2 cheaper than o1-pro?

GPT-5.2 is generally cheaper: $1.75 input / $14 output per million tokens, versus $150 / $600 for o1-pro. Actual cost depends on how many tokens your workload reads and writes.

Which has the larger context window, GPT-5.2 or o1-pro?

GPT-5.2 has the larger context window at 400K tokens, compared to 200K tokens for o1-pro. A larger window means the model can consider more text at once - useful for long contracts, codebases, or months of records.

Should I use GPT-5.2 or o1-pro?

It depends on the job. Compare the pricing, context window, and strengths above against your workload - and remember the choice isn't permanent. In Appaca you can build a tool on GPT-5.2, test the same tool on o1-pro, and switch at any time without rebuilding anything.

Can I use GPT-5.2 and o1-pro without writing code?

Yes. Appaca is a no-code AI workspace: describe the internal tool your team needs and the Appaca agent builds it as a working app powered by GPT-5.2, o1-pro, or any other model in the directory - with a built-in database, team access, and integrations. No API keys to wire up and nothing to deploy.

Build AI tools with GPT-5.2 or o1-pro

Describe the tool your team needs and get a working app powered by the model you choose - with a built-in database, team access, and integrations. No code, no deployment.