Sora Advanced tutorial
For regular Sora users who want repeatable workflows and fewer surprises.
Advanced · step 1 of 7
Decompose and chain
- Split a big job into steps with a clear output each.
- Feed each step's output into the next.
- Check the output between steps, not just at the end.
Why this step matters: Small steps with a checked output each fail visibly and early, instead of one big answer that is wrong somewhere.
Advanced · step 2 of 7
Structured output
Ask for a fixed table or JSON so you can check and reuse it.
Return only JSON: [{"claim": "...", "source_url": "...", "quote": "...", "confidence": "high|medium|low"}]Why this step matters: A fixed format can be checked by eye or by code and reused without retyping.
Advanced · step 3 of 7
Automation and agents
The Sora API was discontinued on September 24, 2026. Remove Sora calls from your code and switch to another provider’s video API after testing.
Why this step matters: Automation repeats mistakes at scale, so you need to know exactly what is run and what is checked.
Advanced · step 4 of 7
Failure modes to watch
- Scams offering Sora access.
- Old API code failing silently. Add error handling.
- Different look in replacement tools; adjust prompts.
Why this step matters: Knowing how it typically fails tells you where to look when you review its work.
Advanced · step 5 of 7
Cost control
Sora is no longer sold. OpenAI says leftover Sora credits can be used for Codex (OpenAI Help Center). For video, compare Runway’s credit pricing on our Runway tutorial.
Sora no longer runs. Replacements have their own limits; e.g. Runway Gen-4.5 is 12 credits per second.
Why this step matters: Paying for features you don't use is the most common waste. Knowing the limits first tells you if the free tier is enough.
Advanced · step 6 of 7
Privacy and team rules
- Don't paste passwords, ID numbers, card numbers or other people's private details.
- Assume the company can read and keep your chats unless its official policy says otherwise.
- For health, money or legal decisions, confirm with a professional or an official source.
- Download your own videos only from the official sunset page.
- Don’t give your OpenAI login to sites offering Sora exports.
- Write down which data is allowed in which tool, and who approves paid plans.
Why this step matters: Anything you paste may be stored and read. Deciding what never goes in is easier than undoing a leak.
Advanced · step 7 of 7
Build a 10-task test set
- Collect 10 real tasks with known good answers.
- Run them now and score each pass/fail.
- Re-run them when the model, plan or your prompt changes.
- Keep the prompt that wins, not the one that feels better.
Why this step matters: Without a fixed test set, 'better' just means 'felt better'. Scores let you compare prompts and models fairly.
Quick quiz
Advanced checklist
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Where these facts come from
- OpenAI Help Center: Sora web and app discontinued April 26, 2026; API discontinued September 24, 2026; export at sora.chatgpt.com/sunset; leftover credits usable for Codex
- Official Sora export page
Checked Oct 30, 2026. Plans change, so confirm on the official page before you pay.