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Weekly

Get a weekly read on what customers say

Every Monday you learn the main complaints, the main praise and which products need attention.

Runs
Weekly
Apps
WooCommerce
AI
Yes, uses the built-in AI allowance
Access
read

Send this to your assistant

Create a ClickRuntime automation: every Monday at 9am, go through last week's WooCommerce product reviews and email me the top complaints, the top praise and any products I should fix.

Paste it into your assistant. It tells you what it will send or change before it runs live.

First time? Adding ClickRuntime to your assistant takes about two minutes.

Why use it

Why teams use this automation

A WooCommerce store with a few hundred product reviews a month has a quiet problem. Nobody reads them all, so a recurring complaint, such as sizing that runs small on one jacket or a charger that stops working after a month, sits in the review tab while returns and refunds pile up. By the time someone notices, dozens of buyers have had the same bad experience.

Once a week, the review feed from the last seven days is pulled from your store and handed to ClickRuntime's built-in AI, which groups what customers praise, what they complain about and which products keep coming up. The result lands in your inbox as a short report you can read in a couple of minutes.

Store owners who split merchandising, support and purchasing between a few people get the most from it, because one shared summary replaces three people each skimming a different slice of the reviews.

What you get out of it

  • Repeat complaints surface early

    A defect or sizing problem mentioned in five reviews across a week becomes visible in one paragraph, so you can pause ads for that product or contact the supplier before refunds multiply.

  • Praise you can reuse in listings

    The phrases customers use when they love a product show up grouped together, which gives you honest wording for product descriptions, ad copy and email subject lines. That wording is real evidence of what shoppers value, not a guess from the marketing team.

  • Suppliers get specific evidence

    When you raise a quality issue with a manufacturer, you can point to the exact products and the week the complaints started instead of saying customers seem unhappy. A dated paragraph about failures also helps when you negotiate refunds or replacement stock.

  • No one has to be the reader

    Reading reviews is the task that gets skipped when orders are busy. A weekly summary means the signal reaches you even in your busiest sale week. Monday's email arrives whether or not anyone had time to open the review tab.

  • A weekly record of sentiment

    Keeping each week's report in your inbox lets you look back after a price change or supplier switch and see whether customer tone actually moved. After a supplier change, the following weeks' summaries show whether complaints really dropped.

How it works

What happens, step by step

  1. Once a week, ClickRuntime collects the product reviews posted in your WooCommerce store over the last 7 days.

  2. AI reads them and pulls out the main themes, such as the top complaint and what customers praise.

  3. You get an email with those themes, naming the products involved and how many reviews mention each one.

Before it runs live

  • Connect WooCommerce

What you get

RunsWeekly
Get a weekly read on what customers saytoday, 9:00Succeeded
Email · Weekly review themesTop complaint: lids on the Ceramic pour-over set crack in transit (4 reviews).

Build your own

Need it to work differently?

This template is a starting point. Copy the prompt and change it, or describe a different automation from scratch, with your own conditions, more apps or an AI step. Your assistant writes it, tests it and runs it on ClickRuntime.
  • Your own rules

    Conditions, thresholds, filters and exceptions, written the way you'd explain them to a colleague.

  • Any number of apps

    One automation can read from one app and update several others. Over 248 apps are ready, and anything with an API works too.

  • AI where it helps

    Summaries, classification, extraction and drafts use ClickRuntime's built-in AI, with no extra key.

  • On a schedule or on each event

    Runs as often as every 5 minutes, or the moment an app sends an event, and keeps track of what it already handled.

Changes you can ask for

  • Run it at a different time, more or less often, or only on weekdays
  • Change what the AI looks for, or how it writes the result
  • Add another app, for example also send it to Slack
  • Combine it with other WooCommerce steps into one automation

Under the hood

The code that runs this automation

This is the Python script that runs each time the automation starts. Your AI assistant writes it for you when you send the prompt, and you allow each step in your assistant. To change how the automation works, describe the change to your assistant and it updates the script for you. For every function it can use, see the script reference.
weekly_ai_review_sentiment_report.pyexample
import re
from datetime import datetime, timedelta
from clickruntime import on_trigger, credentials, http, ai, notify

STORE = "https://yourstore.com/wp-json/wc/v3"

@on_trigger
def run(event):
    auth = (credentials.secret("WC_CONSUMER_KEY"), credentials.secret("WC_CONSUMER_SECRET"))
    since = (datetime.now() - timedelta(days=7)).strftime("%Y-%m-%dT%H:%M:%S")
    reviews = http.get(f"{STORE}/products/reviews", auth=auth, params={"after": since, "per_page": 100}).json()
    if not reviews:
        return {"reviews": 0}
    text = "\n".join(f"[{r['rating']}/5] {r['product_name']}: {re.sub('<[^>]+>', '', r['review'])}" for r in reviews)
    report = ai.generate(
        "From these product reviews, list the top complaints, the top praise, and the products to fix first, "
        "with a short reason for each:\n\n" + text,
        max_output_tokens=800,
    ).text
    notify.email_me(f"Review themes from {len(reviews)} reviews last week", report)
    return {"reviews": len(reviews)}

FAQ

Common questions

Does it read reviews on every product or only some?
It looks at product reviews that were posted in the previous seven days across your WooCommerce store. Products with no new reviews simply do not appear. If you only care about a category, your AI assistant can narrow the fetch to those products.
Can it spot sarcasm or a one-star review with a five-star text?
The AI reads the written text as well as the star rating, so a glowing comment with a stray low rating is usually treated as praise. It is still a summary, so for a surprising result you should open the original review in WooCommerce.
Will unapproved or spam reviews be included?
The report is built from the reviews WooCommerce returns for your store, which depends on the moderation status in your settings. If you hold reviews for approval, pending ones will not count until you approve them in WordPress.
What permissions does it need?
read. Nothing else in your accounts is used.
Does it need AI?
Yes. It uses ClickRuntime's built-in AI, so you don't need an OpenAI or Anthropic key. Every plan includes a monthly AI allowance.
How many runs does it use?
One run each time it runs (weekly). Checks that find nothing to do and stop right away aren't counted.
Can I change how it works?
Yes. Describe the change to your AI assistant, for example a different schedule, channel or filter. It updates the automation, tests it and tells you what changed.

Set up “Get a weekly read on what customers say” from your assistant

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