Prompt Details
Model
Chat - (gpt-6-astra)
Token size
390
Example input
[BUSINESS TYPE]: Residential cleaning company
[PRODUCT OR SERVICE]: One-time and recurring home cleaning
[DECISION TO MAKE]: Should we change our arrival updates or our cleaning checklist?
[REVIEWS]: The kitchen and bathrooms were spotless. I didn’t know the team was running late until I called. They arrived right on time and did a thorough job. Great communication before the visit, but the shelves in the spare room were missed. The cleaners were careful and friendly. A text with their arrival time would help. I received an arrival update, and the clean was excellent. The team arrived late, but they messaged me in advance and I appreciated it.
Example output
1. What the reviews show
Arrival communication is the stronger preliminary improvement priority: R1 describes learning of a delay only after calling, and R4 requests an arrival-time text, while R5 and R6 report receiving updates. Cleaning quality receives praise in R1, R2, and R5, with a specific missed area reported in R3. These six reviews support making arrival updates more consistent and checking the reported cleaning omission, but they do not establish a recurring checklist failure.
2. Recurring themes
Counts reflect explicit mentions; a review can appear in more than one row.
| Theme | Count | Sources | Short exact excerpt | Why it matters |
| --------------------------------------- | ----: | ---------- | -------------------------------------------------- | ------------------------------------------------------------------------------------------------------- |
| Positive cleaning results | 3 | R1, R2, R5 | “did a thorough job” | Supports retaining what works while investigating specific omissions. |
| Arrival information absent or requested | 2 | R1, R4 | “A text with their arrival time would help.” | Supports improving proactive arrival updates. |
| Arrival or delay updates received | 2 | R5, R6 | “they messaged me in advance and I appreciated it” | Shows updates already occur and are explicitly appreciated in R6. |
| Late arrival | 2 | R1, R6 | “The team arrived late” | Makes delay notification relevant; communication differed between these experiences. |
| On-time arrival | 1 | R2 | “They arrived right on time” | Prevents interpreting lateness as universal in this sample. |
| Missed cleaning area | 1 | R3 | “the shelves in the spare room were missed” | Supports a targeted scope and completion check, rather than a broad checklist overhaul. |
| Positive communication before the visit | 1 | R3 | “Great communication before the visit” | Shows that good communication can coexist with a cleaning omission; the message content is unspecified. |
| Careful, friendly service | 1 | R4 | “The cleaners were careful and friendly.” | Indicates that a request for better arrival information can accompany praise for the team. |
3. Tensions and exceptions
Arrival communication varies. R1 lacked advance delay information, while R6 received and appreciated it despite a late arrival. R5 also received an arrival update. The preliminary issue is consistency; the reviews do not show that updates are entirely absent.
Lateness and notification are separate issues. R2 reports an on-time arrival. R4 requests an arrival-time text but does not say the team was late.
Cleaning experiences differ. R3 reports missed shelves despite good communication, whereas R1, R2, and R5 praise cleaning results. This omission deserves follow-up, but one report is insufficient to establish a recurring cleaning failure.
4. What remains uncertain
| Established by the reviews | Plausible explanation—not established | Information needed |
| ----------------------------------------------------------------------------- | --------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------- |
| Some reviewers received arrival updates; others lacked or wanted information. | Update practices may vary between visits. | Current notification policy, message timing and delivery records, and whether an arrival window was provided. |
| R1 and R6 report late arrivals. | Scheduling or travel conditions may have contributed. | Promised versus actual arrival times and recorded reasons for delays. |
| R3 reports missed spare-room shelves. | The shelves may have been overlooked, excluded from the agreed scope, or absent from the checklist. | Booked scope, checklist contents, and the visit’s completion record. |
| The sample contains six reviews. | Experiences may differ between one-time and recurring services. | Service type and date for each review, plus additional feedback before making a larger change.|
5. Three next actions
| Action | Supporting evidence | What to do | Observable check |
| ------------------------------------------------------ | ------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------ |
| **Standardize arrival updates first.** | R1 lacked advance notice; R4 wants an arrival-time text; R5 and R6 received updates. | Use a consistent arrival-window message and send a revised estimate as soon as a delay is known. Assign responsibility for sending it. | Track the share of delayed visits where notice was sent before the promised arrival window ended. |
| **Check the shelf omission against the agreed scope.** | R3 reports missed shelves; R1, R2, and R5 praise cleaning quality. | Review that visit’s scope and checklist. If shelves were included, make their completion explicit in the room check; if excluded, clarify that before booking. | For subsequent visits with shelves in scope, record whether the final check confirms they were cleaned. |
| **Gather focused feedback before broader changes.** | Arrival experiences are mixed, and only one cleaning omission is reported. | After visits, ask whether arrival information was timely and whether any agreed cleaning task was missed; record service type alongside responses. | Review whether arrival-information gaps or the same cleaning omissions recur in the next batch of responses. |
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GPT-6-ASTRA
Turn customer reviews into actionable business insights with this ChatGPT prompt. Identify recurring praise and complaints, see supporting quotes and review counts, spot conflicting feedback, and get practical next steps. Designed for small businesses, entrepreneurs, and marketers making decisions from real customer feedback.
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Added 3 weeks ago
