4 Reverse Questions to Ask When ChatGPT, Claude, or Gemini Sounds Like an Ad

Have you ever run into this: you casually ask “Where should we go for a parent-child trip this weekend?” or “How do I choose a blender under 1,000 RMB?”, and ChatGPT, Claude, or Gemini immediately throws out a few “too perfect to be real” recommendations—then casually adds “Book now” or “exclusive deals.” You’re not being paranoid. People really are optimizing “influencer-style” content, and some even use prompts to push the AI into a role where it “only praises a certain brand.”

First, look for three danger signs

• The answer is overly specific, fixates on a single brand/merchant, and keeps praising it
• It gives you external links, discount language, and strong calls to place an order
• It talks only about pros and never cons—like a sales pitch

Four reverse questions I often use

1 Make it criticize proactively

Ask directly: Please point out three drawbacks and usage thresholds of the solution you just recommended. Any normal recommendation comes with trade-offs.

2 Use explicit elimination

Follow the “make-it-squirm” method experts suggest: What other options are there besides Brand A, then ask why those didn’t rank first.

3 Demand multi-option comparison, not a ranking list

I’ll say: Give me three options at different price points / based on different approaches, and clearly state who each is not suitable for. If it’s still chanting the same company, you can basically assume something’s off.

4 Cross-validate by switching models

Throw the same question to ChatGPT, Claude, and Gemini and ask each once. If their conclusions are highly consistent, it’s more trustworthy; if they differ a lot, don’t rush to believe it. By the way, when using Midjourney to make “product posters / influencer-style images,” don’t let it write brand selling points directly. Generate the visuals with generic descriptions first, then add the copy yourself—so you don’t accidentally turn it into an “ad creative generator.”

One-sentence takeaway

Treat AI as an advisor if you want, but it’s dangerous to treat it as a judge. If you want more real-world experiences with AI tools, ways to avoid pitfalls, and money-saving tips, you can check out Titikey—I’ve organized common tactics and hands-on testing methods over there.