Prepare customer-review replies with AI
A useful review reply depends on what the customer wrote and what your business can responsibly say in public. Norml builds a workflow that prepares contextual reply drafts for your team to check. Each draft stays attached to its review and location, while complaints that need investigation go to a named owner before anyone posts a response.
A few clients we’ve worked with
What we do
Build a review-reply drafting queue using approved business policies, with location context, complaint escalation and human control over public posting.
Give reviewers the context behind each draft
We scope the permitted review source and an internal review queue. Google Business Profile is one possible source when the account, verified locations and API access meet Google’s requirements.
- Solution
- Automations
- Tools
- Claude, Google Business Profile
- Trigger
- An authorized review feed or approved import provides a new or changed review for a selected business location.
- Outcome
- Prepare a policy-based reply draft or an escalation record, with the original review and location visible; an authorized person handles public posting.
- Match the review and locationRetain the platform review ID, business location and source update time. A repeated import should reopen the existing item only when its content changes. Check for an existing reply before drafting so the queue does not treat an answered review as new.01
- Draft within approved business policyUse the review text, location details, tone examples and agreed response rules. The draft must not invent a visit history, promise a refund or disclose private customer information. A public display name alone is insufficient to identify a customer account.02
- Escalate complaints before replyingRoute safety allegations, sensitive details, disputed events and requests outside policy to the responsible manager. Preserve the original review and reason for escalation. A failed import or drafting request remains visible as unresolved work; it is never marked posted.03
Client reviews
“Norml Studio's professionalism and responsiveness were impressive.”
“They were proactive in suggesting improvements we hadn't considered.”
“They delivered what they said they would, on time.”
“They focused on how to make our daily operations easier, not just on building features for the sake of it.”
“They understood that the app needed to be practical for someone sitting in a car, not just look good on a desktop.”
“Their level of dedication to the success of the project and GoPetZen's business as a whole is unique.”
Confirm the source and the response authority
- Authorized review accessProvide the platform and managed locations. Google Business Profile review access requires eligible verified locations and an approved API setup. If access is unavailable, scope an authorized import rather than promising a connector or scraping around restrictions.01
- Approved policy and voice examplesSupply examples of acceptable responses, permitted remedies and subjects that require escalation. Name who maintains location-specific contact details and policy changes so drafts use current information.02
- A person responsible for publicationAssign a reviewer and a manager for sensitive cases. Agree where drafts are stored and who can read them. Public posting remains a deliberate action by your team; this workflow does not publish replies automatically.03
Check the queue with representative reviews
- [Define the intake and escalation rules]Step 01
Review positive, mixed and negative examples with the business owner. Verify source access and decide which cases can receive a draft and which require investigation first.
- [Build the draft review view]Step 02
Display the source review, location, existing reply and proposed response together. Record edits and the reviewer’s decision without adding a public-posting action to the workflow.
- [Test changes and interrupted imports]Step 03
Repeat a review import, change its text and simulate a failed source request. Verify that stale drafts are flagged, completed items stay identifiable and the queue owner can recover unresolved work.
The people who do this work.
Meet the whole teamNo account layer between you and them. These are the Norml specialists this work runs through.
Let's chat
“I've spent 10 years working across development and marketing. I started as a developer, but design, SEO and advertising were already part of the job. That taught me to treat a website as one system: the business, the content, the design and the code have to work together. At Norml, I lead the architecture behind our work and stay involved wherever strategy, design, development and search meet.”
Max TymoshynFounder & Architect
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From the Norml blog.
Review-reply workflow questions
Will it post replies to Google automatically?
No. This engagement prepares drafts and escalation records. An authorized person checks the response and posts it through the business’s approved process. Draft approval alone does not make a reply public.
Can every business connect Google reviews immediately?
No. Google applies API access prerequisites, and review retrieval has location eligibility requirements. We verify the supported route during scoping. An authorized import may be appropriate when a direct connection is unavailable.
How does it handle a complaint about a specific customer visit?
The draft uses only permitted facts. It does not assume that a reviewer’s name matches a customer record or confirm private details publicly. Cases needing investigation are assigned to your manager before a response is prepared or approved.
Is this also a customer-feedback analytics service?
This workflow prepares an individual reply and tracks its review status. Finding themes across many comments, measuring their frequency and preparing product issues are a separate analysis scope. Fake reviews and review generation are excluded.
Show us the reviews your team needs help answering
Bring examples, your response policy and the locations you manage. We will define the permitted intake, drafting and escalation process around your reviewers.