Draft a professional response to the following negative review: "Weeds weeds weeds. Service did no good. Services came 2 times in 2 weeks, charged each time. We did not sign up for that frequent service, Cancelled, they continued to come, and claimed we did not cancel. Cancelled 5 times. Tired of them playing stupid."

11 upvotes

3 years and 9 months later

GPT-3.5

Dear valued customer, We apologize for the experience you had with our weed control service. It is never our intention to cause frustration or inconvenience for our customers. We are sorry that the service did not meet your expectations and that you had to cancel multiple times. We will make sure to properly record your cancellation in our system to prevent any further misunderstandings. We value your business and would like the opportunity to make it right. Please don't hesitate to reach out to us at your earliest convenience to discuss a resolution. Sincerely, [Your Name]

GPT-6 Astra

We’re sorry for the frustration you’ve experienced with weeds, unexpected service visits and charges, and repeated attempts to cancel. This is not the experience we want for our customers.

We’d appreciate the opportunity to review your service history, cancellation requests, and billing so we can address your concerns and confirm your account status. Please contact [name/team] at [phone/email] so we can work toward a resolution. Thank you for bringing this to our attention.

73 words

What changed

The biggest gap is the double charge. The customer complains about being billed twice in two weeks, and GPT-3.5 never mentions money at all. Astra names every grievance in its first sentence: “weeds, unexpected service visits and charges, and repeated attempts to cancel,” and then offers to review “billing” specifically. GPT-3.5 also leans on stock phrases that can read as deflection, such as “did not meet your expectations” and “prevent any further misunderstandings,” which quietly implies the mixup was mutual when the customer says they cancelled five times.

GPT-3.5 does have one real strength. It makes a concrete promise to “properly record your cancellation,” which is exactly what this customer wants to hear. Astra’s “confirm your account status” is vaguer and more lawyerly. Still, Astra fits a public review reply better. It drops the “Dear valued customer” letter format and leaves a placeholder for an actual phone or email, where GPT-3.5 just says “reach out.”

From December 2022 to March 2023, visitors to LearnGPT, the earlier version of Emergent Mind, shared ChatGPT conversations they found useful or funny. On October 19, 2026, each prompt went to GPT-6 Astra exactly as it was shared: one message, no system prompt, default reasoning effort. Claude Opus 5.5 wrote the analysis under each pair after reading both answers. Original answers appear as the people who shared them pasted them. A few examples are left out because they depended on missing context or weren't appropriate to republish.

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