What can you try before building an AI feature?
Use ChatGPT to work out what a useful answer looks like. If you are making a repair booking site, give it two invented available times and ask for a short reply to a customer who requested a time you cannot offer.
Paper is enough to work through this. If you try in the app, use dummy details, leave connections and attachments out of it, and treat the result as an editable draft.
- Write the facts on paperList Tuesday at 2 p.m. and Thursday at 11 a.m. Give the fictional customer a Friday request.
- Check the suggested replyIt should explain Friday is unavailable and offer only the two listed times. If the reply claims to have booked either time, it fails the check.
- Keep the rule outside the chatSave the times, sample request and expected behavior in your own file. Those are the checks you can bring into an app later.
Can your ChatGPT plan cover an OpenAI API call?
Some plans can grant credits. Eligible ChatGPT Pro and Business subscribers can claim API credits by linking an API organization they own. The chat subscription and the API platform still have separate billing settings.
To claim the benefit, you need an active paid Pro or Business plan that is at least seven days old. You need to own the subscription or Business workspace and the receiving API organization. Use the same email for the ChatGPT account and the API account you link. To use the credits in your app, connect it with a private key from a project in that linked organization.
Check that you activated the benefit, which organization got it, and when the credit expires. A linked organization can use its eligible credits under the program rules. Your app’s bill depends on the model and use, including input and output tokens and some tool or storage charges. For your API project, distinguish a spend alert from an enforced limit. OpenAI says enforcement is not instantaneous.
Which privacy settings apply to what you send?
Check the settings in the surface you are using. The training control in personal ChatGPT covers the chat account. Your API organization has its own data terms and controls.
Avoid sending customer records while exploring. Even if your app later needs the customer’s question, it can supply a few permitted booking times instead of all its records.
| Surface | What to check |
|---|---|
| Personal ChatGPT | Review the model improvement switch. Sharing feedback can make the related conversation available even if you turned training off. |
| Temporary Chat | It stays out of chat history and is excluded from model training while it is temporary. If you save it, it becomes a regular chat and follows your account settings and saved-chat retention rules. OpenAI may keep temporary chats for up to 30 days for safety. A third-party action can have its own policy. |
| OpenAI API | OpenAI says API content is not used for model training by default. Review standard abuse monitoring retention and whether the exact feature saves working data. |
What can you take out of ChatGPT?
Eligible personal accounts can download a ZIP with chat history and other account data. If you use an organization-managed workspace, check with its owner. The personal download is unavailable in Business, Enterprise and Healthcare workspaces.
Open the download and confirm the needed conversations are there before relying on it. Save prompts, examples and business rules in a project file you own if another person or service needs them. The ZIP does not supply an API account or re-create the working app.
What changes once customers use the feature?
Your app has to send an allowed request, check the answer and choose what people see when a draft fails. Keep an ordinary booking option that works with the app’s own times.
Track the exact API model you use. If you change it, repeat your saved examples with dummy records in a test copy. Check whether the answers still respect the allowed times and whether the app handles an empty or unusable reply.