Sample review

Fictional example

This is an AI article review example built to show the deliverable end to end. Northwind Plumbing is not a real company, the article was written for this page, and the review is one of ours. The format of the email is exactly what our system sends.

The article as submitted

What follows is a typical AI-drafted blog post: it reads cleanly, it has the right shape, and it has six or seven problems a careful reader would catch. See how many you spot before you read the review.

Northwind Plumbing: 7 Signs Your Water Heater Is Failing

Your water heater works hard every day, and like any appliance, it won’t last forever. According to a 2023 study by the National Water Heater Institute, 68% of water heaters fail without any warning signs. The good news is that most failures do give warning, if you know what to look for. Here are seven signs it’s time to call a professional.

1. Your water heater is getting old. Most tank water heaters last 8 to 12 years. Check the serial number on the manufacturer’s label; the first two digits usually indicate the year of manufacture. If yours is approaching that range, it’s time to start planning.

2. Rusty or discolored hot water. If rust-colored water comes from the hot tap only, the inside of the tank is likely corroding. Once a tank starts to rust from the inside, it’s only a matter of time before it leaks.

3. Rumbling or popping noises. Over time, sediment settles at the bottom of the tank and hardens. As the burner heats the tank, water trapped under the sediment boils and pops. This makes the heater less efficient and stresses the steel.

4. Water pooling around the base. Moisture near the heater could be condensation or a loose fitting, but a tank leak is the most common cause. A tank that is leaking cannot be repaired and must be replaced.

5. The pilot light keeps going out. On an electric water heater, a pilot light that will not stay lit usually means a failing thermocouple. This is a simple repair, but it should be handled by a licensed technician.

6. Inconsistent water temperature. Whether you’re a homeowner or a landlord, it’s important to note that water temperature matters. There are many factors that can affect temperature, and a professional can help determine the root cause and recommend the best course of action for your unique situation.

7. Rising energy bills. A heater that works harder uses more energy. If your gas or electric bill has climbed and nothing else has changed, the heater may be the reason.

Don’t wait for a flood. The safest approach is to replace any water heater that is more than six years old, before it has a chance to fail. In conclusion, your water heater is the heart of your home’s comfort, and staying proactive is key. Northwind Plumbing offers same-day water heater replacement, and every install is backed by our lifetime guarantee. Contact us today to schedule your free inspection.

The email you would receive

Hi, Thanks for using baryreview. Below is your human review of: Northwind Plumbing: 7 Signs Your Water Heater Is Failing https://www.northwindplumbing-example.com/blog/7-signs-water-heater-failing Overall: the structure is right and the signs are the ones a plumber would list. The problems are in the details: one statistic we could not trace, one technical error, one contradiction that undercuts the article's own advice, and two promises on your own behalf that you should confirm before they go live. Items 9 and 10 are business decisions, not editing calls; I have written them as instructions, but you should check them with whoever owns the warranty and scheduling. HOW TO USE THIS: copy everything between the lines and paste it into the AI that wrote the article (Claude, ChatGPT, Gemini, etc.) along with the article text. It will apply the corrections. ----------------------------------------------------------------- You wrote the article below. A human editor reviewed it and found the problems listed here. Revise the article to fix every item, keep the author's voice, and do not add new claims. 1. Remove this statistic and its source. We could not find a "National Water Heater Institute" or a 2023 study with this figure. Open with the plain point instead: most water heaters give warning before they fail. Where: "According to a 2023 study by the National Water Heater Institute, 68% of water heaters fail without any warning signs." 2. These two sentences contradict each other within the same paragraph. Keep the second (most failures do give warning), since the whole article depends on it. Where: "68% of water heaters fail without any warning signs. The good news is that most failures do give warning" 3. Electric water heaters do not have a pilot light or a thermocouple; those are gas-heater parts. Either change this sign to describe a gas heater, or replace it with the electric equivalent (a tripped high-limit switch or a failed heating element). Where: "On an electric water heater, a pilot light that will not stay lit usually means a failing thermocouple." 4. The heading promises a sign (inconsistent temperature) but the section never says what the sign looks like or what causes it. Replace the paragraph with two or three concrete causes: a failing thermostat, a burned-out lower element, or sediment taking up tank capacity. Where: "There are many factors that can affect temperature, and a professional can help determine the root cause and recommend the best course of action for your unique situation." 5. Cut the generic framing. It addresses nobody and says nothing. Where: "Whether you're a homeowner or a landlord, it's important to note that water temperature matters." 6. This contradicts sign 1, which says heaters last 8 to 12 years. Replacing a six-year-old heater "before it has a chance to fail" is advice a reader will not trust and a plumber would not give. Change it to: have a heater older than 10 years inspected, and replace it at the first sign of a tank leak. Where: "The safest approach is to replace any water heater that is more than six years old, before it has a chance to fail." 7. Cut the closing cliché. End on the practical point about the inspection instead. Where: "In conclusion, your water heater is the heart of your home's comfort, and staying proactive is key." 8. Sign 1 says "the first two digits usually indicate the year," but serial number formats differ by manufacturer and many encode the month first. Soften to: the manufacture date is on the label, or can be decoded from the serial number using the manufacturer's website. Where: "the first two digits usually indicate the year of manufacture." 9. "Lifetime guarantee" is a specific legal promise. Replace with the warranty Northwind actually offers, stated in the same terms as its warranty document (for example, the term in years and what it covers). Where: "every install is backed by our lifetime guarantee." 10. "Same-day replacement" and "free inspection" are commitments. Keep them only if they are true for every customer and every day; otherwise say "often same-day" and state any conditions on the free inspection. Where: "Northwind Plumbing offers same-day water heater replacement ... Contact us today to schedule your free inspection." ----------------------------------------------------------------- Reply to this email if anything is unclear. baryreview https://baryreview.com

What happened next

This part is also fictional, but it is how the process goes. The customer pasted the block between the dashed lines into the same chat that produced the article, with the article text beneath it, and asked for the revised version.

The AI deleted the invented study and opened on the plain point. It rewrote sign 5 for a gas heater and added a one-line note for electric models about the reset button. Sign 6 became three sentences about thermostats, lower elements and sediment, which is now the most useful section on the page. The six-year replacement advice became “have a heater older than ten years inspected,” which matches sign 1. The closing kept its call to action but lost the heart-of-the-home line.

Items 9 and 10 were handled by the customer, not the tool. The lifetime guarantee turned out to be a six-year parts-and-labor warranty, and the free inspection was only free when it led to a quote. Both are now stated accurately. The article is about forty words shorter and nothing in it would embarrass the company if a competitor or a plumbing inspector read it.

That is the whole product: one read by an editor, one email, one paste. If you have an article in that state, send it over.

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