Why responding to reviews matters
Responding to reviews matters because it improves the perception of the business and avoids leaving public feedback unanswered for future clients to see.
The problem: responding to every review takes time. And most local businesses simply don’t do it.
The solution: automate it with AI.
How the system works
The complete flow has 4 parts:
1. New review detection
We use the Google Business Profile API to monitor new reviews every hour. When a new one appears, the automation flow triggers.
Data captured:
- Review text
- Rating (1–5 stars)
- Author name
- Date
2. Sentiment and context analysis
We send the review to the Claude API with a specific prompt that:
- Determines whether it’s positive, negative or neutral
- Identifies the main topic (service, price, staff, product)
- Detects whether it mentions staff names or other concrete details
- Evaluates whether it requires urgent attention (1–2 star reviews)
3. Personalised response generation
Based on the analysis above, we generate a response that:
- Positive reviews (4–5 ⭐): Genuine thanks, reference to specific details in the review, subtle CTA (“we look forward to seeing you again”)
- Neutral reviews (3 ⭐): Thanks + acknowledgement of the issue + commitment to improve
- Negative reviews (1–2 ⭐): Empathy, acknowledgement, invitation to contact directly to resolve the situation
The tone of each response adapts to the tone of the original review and the business profile.
4. Publish or human review
This is where the flow branches:
- Positive/neutral reviews: Published automatically via API
- Negative reviews: The proposed response is sent to the owner via Telegram or email for approval before publishing
This branching is key for sensitive reviews where an automatic response could make things worse.
What to measure
In an implementation for a local business, the focus should be on concrete indicators:
| Metric | What to look at |
|---|---|
| Response rate | Reviews answered versus reviews received |
| Response time | Average time from review arrival to reply |
| Response quality | Tone, personalisation and escalation of sensitive reviews |
| Time invested | Human review required each week |
What you need to implement it
APIs and services:
- Google Business Profile API (access via Google Cloud)
- Claude API (Anthropic) or OpenAI GPT-4
- Automation platform (self-hosted or cloud)
- Telegram bot or email for notifications
Estimated cost:
- Automation infrastructure: €8–15/month on a VPS
- Claude API: ~€5–15/month for a business with 50–100 reviews per month
- Total: depends on review volume and infrastructure choice
Implementation time: depends on permissions, the Google profile, legal review and the level of human approval required.
Want us to set this up for your business?
If you have a local business on Google Maps and want to answer reviews more consistently without losing human control, book an audit.
This flow can be prepared quickly when the Google profile and permissions are clear. The improvement should be measured through concrete indicators: response time, consistent tone and review evolution.
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