ChatGPT Ads: How the Same Context Can Have Multiple Intents
While preparing a ChatGPT Ads campaign, I started writing context hints around situations such as researching services, comparing providers, and checking prices.
At first, these seemed like useful signals for reaching potential customers. However, I noticed a problem: people can have the same conversation for completely different reasons.
For example, someone asking “What are the best marketing agencies for small businesses?” could be:
- A business owner looking for an agency to hire.
- A marketing professional checking what competitors offer.
- A writer researching agencies for an article.
All three users are discussing the same topic, but only one may be looking to purchase a service.
One Conversation Can Have Different Purposes
A conversation can show what someone is discussing without clearly revealing why they are discussing it.
| Conversation | Potential customer | Other possible user |
|---|---|---|
| Comparing marketing agencies | Business evaluating providers | Agency studying competitors |
| Asking about mobile app development costs | Startup planning an app | Development agency reviewing market prices |
| Comparing accounting software | Business choosing software | Software company studying competing products |
| Asking about emergency plumbing costs | Homeowner preparing for a repair | Plumber reviewing local prices |
The same conversation can therefore represent different intentions.
Commercial Context Does Not Confirm Buyer Intent
OpenAI’s documentation explains that context hints provide additional information about when an advertiser thinks an ad may be useful. They help guide when an ad appears.
Based on this description, it is safer to treat context hints as relevance guidance rather than confirmation of a person’s buyer status.
Consider the following context hint:
Context hint: Checking CRM pricing
A business owner may check CRM pricing before selecting software. A competing software company may review the same prices for market research. The conversation is commercially relevant in both cases, but the purpose is different.
Other commercial phrases can have the same limitation:
| Context-hint phrase | Other possible interpretation |
|---|---|
| Looking for project management software | Software company studying competing tools |
| Checking website design pricing | Designer researching market rates |
Words such as “looking for” and “pricing” can suggest commercial interest, but they do not necessarily mean that the person intends to make a purchase.
Relevance Is Not the Same as Buyer Intent
A conversation can be highly relevant to an advertisement without showing that the person is ready to purchase.
For example, imagine someone asks:
How much does a professional logo design usually cost?
A business owner may be checking prices before hiring a designer. A graphic designer could ask the same question to research current market rates or compare pricing for similar projects.
The topic is relevant to logo design services in both situations, but the reason behind the conversation is different.
Context hints should therefore be viewed as indicators of conversational relevance rather than definite proof of buyer intent.
Disclaimer
This article is based on the ChatGPT Ads information available at the time of writing. Features and documentation may change. The examples are for informational purposes and are not official OpenAI recommendations or a guarantee of buyer identification, ad delivery, or campaign performance.