Review detail — Cust2024-001

Batch #042 · Story 3 · FR9 — human approval required before any reply is sent

How FreshTake handles short / ambiguous reviews

Reviews like Cust2024-006 ("Nice place" / "N/A") are too short to support specific aspect detail. Rather than guess, the engineered prompt intentionally returns Aspect Tags = N/A — this is the validated hallucination-avoidance behaviour the team targets at a 0% false-tag rate. See it in the results table →

Original review

Yelp · 2★
"The pasta was incredible but our waiter forgot our order twice. We had to flag someone down both times, and by the time the second dish came out, the first one was cold."
Customer ID
Cust2024-001
Date submitted
June 5, 2026
Source platform
Yelp
Location
Riverside

Copilot AI classification

Sentiment category

Positive Negative

Mixed review — praises food quality, criticises service. FreshTake tags both rather than forcing a single label.

Aspect tags

Food Quality Service

Priority

High

Why this priority?

  • A core Service failure was repeated twice in one visit — a pattern, not a one-off.
  • Negative experience risks undoing genuine praise for Food Quality — a guest worth winning back.
  • Public, detailed complaint on Yelp — business-impact criteria flag this as visible and actionable within 24h.

Priority reflects business impact, not just sentiment polarity — compare to Cust2024-004 ("ambiance was a bit quiet" → Neutral/Normal) vs. Cust2024-007 ("ambiance was terrifyingly unsafe" → Negative/High): same aspect, very different severity.

Suggested action

Brief kitchen team on order-accuracy during peak service; follow up directly with this guest.

1st reply — AI draft (editable)

Drafted by Copilot AI
You can edit this draft freely — nothing sends until you approve it. 498 / 1000

Reply patterns the prompt follows

Positive → gratitude + invite

"Thank you for your kind words! We can't wait to welcome you back 🌿"

Negative → apology + fix

"We're sorry to hear about your experience with [aspect]. We'll review our [process] and offer a complimentary [item]."

Neutral → acknowledge + improve

Acknowledgement + "we're working on [improvement]" — keeps the door open without overpromising.

Activity

  • Copilot AI drafted the first reply — Jun 6, 8:14 AM
  • Maria Reyes opened this review for review — Jun 6, 9:02 AM
  • Awaiting your approval before this reply can be sent (FR9 — no automated send)