Practical AI · 2-minute read
“Live. Laugh. Love.” had a respectable run in the home-decor industry. The internet has made a small editorial update necessary.
Live. Laugh. Verify.
You can enjoy the joke, appreciate the polished paragraph and still check the detail that matters. Skepticism does not require becoming the least fun person at the barbecue.
The friendly caption with an unfriendly consequence
Imagine Lantern Mesa Clinic, a fictional healthcare practice invented for this example. Its office team uses AI to turn approved public information into a friendly reminder about an upcoming open house.
The draft reads beautifully. In this constructed example, it also adds Saturday hours that nobody supplied. A reader could make a trip based on those hours. A small invented detail becomes somebody else’s wasted morning.
This is an administrative communications example, not medical advice. No patient information is needed to test the workflow. The team can work from a short, approved fact sheet containing the address, event date, hours and contact details.
The useful role for AI is to make that information easier to read. Someone still needs to confirm that the finished message says only what the organization has approved.
Three checks before you hit send
Source: Where did the information come from? Open the original document or official page, check its relevance and make sure it is current enough for this use.
Specifics: Compare names, dates, hours, addresses, amounts and links directly. Read the exceptions too. “Most locations” is doing different work from “all locations.”
Signoff: Who owns the claim? Get the appropriate approval for commitments or information that people will act on.
For a low-stakes joke, the check can be quick. For something that affects health, money, employment or safety, the review should be more rigorous and involve the right expertise.
Try this prompt
Compare this draft with the approved facts below. List every factual statement that is unsupported, inconsistent or more definite than the source. Pay special attention to names, dates, hours, addresses, links and promises. Suggest edits that preserve the tone without adding information. If the source does not settle a detail, flag it for human confirmation. Draft: [draft]. Approved facts: [facts].
Check the comparison yourself. The same system that drafted a mistake may fail to spot it during review. Keep patient information out of this public-content workflow and use approved tools for any nonpublic material.
Verification is not an apology for using AI. It is part of finishing the work.
Keep the speed. Keep the personality. Make sure the open house is actually open.
Your turn: Which tiny detail do you always check because you have learned what happens when nobody does?
Background: OpenAI, “Why language models hallucinate”. The clinic, draft error, checklist and prompt are original fictional or editorial examples.
