AI SMM team
A fluent AI-generated post can still contain a wrong price, an invented customer result or a call to action that leads nowhere. Quality review starts with the business facts and ends with the customer journey. Checking spelling alone misses the errors most likely to confuse a buyer.
Use the checklist below for a single draft, then keep the checks that match your business. The scorecard is a manual editorial method, not an automated AI SMM feature or a scientific measure of content quality. Its purpose is to help a team explain why a post is ready, needs editing or should be stopped.
Start with a short source brief
Before reviewing the output, gather the approved inputs. You need the audience, the offer, the source of factual claims, the desired next step and the person responsible for approval. If those inputs are missing, ask for them before polishing the prose.
For an appointment-based business, the brief might say: “Explain what happens at the first consultation. Use the current service description. Do not promise a specific outcome. Link to the consultation page. Ask the service manager to check the process.” This is much more useful than “Write a persuasive post that sells.”
Keep sensitive customer information out of the brief unless the tool, access arrangements and purpose are appropriate. A synthetic example usually works when the goal is to teach the writer a structure. Never turn an invented example into a claimed customer testimonial.
Apply four stop checks before scoring
Some problems cannot be cancelled out by a strong headline. Stop the draft if it contains an unsupported factual claim, confidential material, an unapproved offer or a broken destination. Resolve those issues first, then continue the editorial review.
Check each number against its source, including discounts, quantities, dates and delivery estimates. Review words such as “always,” “guaranteed,” “free” and “best” because they can change the meaning of an otherwise accurate offer. If the business cannot demonstrate the claim, remove it or write a narrower statement that the evidence supports.
Check the image separately. A caption can be accurate while the visual shows a product variant you do not sell, a fictional certificate or an impossible result. Approval of the text does not imply approval of the accompanying image.
Use a practical editorial scorecard
For each row, use 0 for missing or wrong, 1 for partly clear and 2 for ready. The maximum is 12. As a working rule, revise any zero and review a draft below 10 again. These thresholds are an editorial choice; adjust them after seeing the kinds of errors your team actually finds.
| Check | A score of 2 means | Editing question |
|---|---|---|
| Audience | A specific reader and situation are clear | Who recognises their problem here? |
| Useful detail | The reader learns or can do something concrete | What remains if the promotional adjectives disappear? |
| Evidence | Factual claims match approved sources | Where did this number or promise come from? |
| Brand voice | The tone fits real examples from the business | Would the team say this to a customer? |
| Visual fit | Image, text and offer agree | Does the visual show what the caption describes? |
| Next step | One relevant action works on the destination | What happens after the click or reply? |
Record the score beside the draft version, reviewer and date. If the offer changes, review the affected checks again. A previously approved score belongs to that version, not to every future edit of the post.
Example: improve the draft without inventing proof
Consider this fictional draft for a small furniture repair studio:
Transform your home instantly! Our revolutionary restoration gives every chair a flawless new life. Hundreds of happy clients agree. Book now for the best price!
The problem is not simply the enthusiastic tone. “Instantly,” “every chair,” “hundreds” and “best price” all need evidence. The post also fails to explain what a customer should send or expect.
A more useful example would be:
Not sure whether your chair can be repaired? Send a photo of the whole chair and a close-up of the damaged joint. Our team will explain what else we need to assess the job. A final quote follows inspection of the piece. See the assessment steps on our service page.
This version still needs business approval: the studio must actually accept photos and use the described assessment process. But its claims are specific enough to verify, and the customer has a clear next step. Replace the example workflow with your real one; do not copy it as a promise your team cannot fulfil.
Review the visual and the destination on a phone
Inspect the image at a realistic viewing size. Small labels can become unreadable. AI-generated text may look plausible at a glance but contain incorrect letters or numbers. Check names, packaging, product details and any before-and-after comparison. Use actual product photographs when appearance is part of the buying decision.
Open the destination rather than reading the URL. Confirm the language, offer, availability information and action match the post. A booking call to action should lead to a relevant booking path; a request to compare options should lead to the options. Remove unnecessary competing actions so the reader does not have to guess what matters.
If you use tracking parameters, test the full tagged URL. Give the campaign and content version consistent names so later analysis can distinguish this post from other activity. A click is an intermediate signal; the useful business outcome may be a completed enquiry, registration or booking.
Give AI a bounded editing task
Try this review prompt with your approved brief and draft:
Review the draft against the brief below. Identify factual claims that need a source, vague promises, mismatches between the audience and message, and an unclear next step. Do not invent evidence, customer stories, prices or product capabilities. Return a table with the quoted issue, why it matters and a proposed edit. Mark missing information as “needs confirmation.” Keep the original meaning unless the brief contradicts it.
Use the response as a second reading, not final approval. Another AI pass can repeat the same mistaken assumption. The person who owns the offer should verify the facts, and the person responsible for publishing should check the final account, asset and destination.
For the wider team process, see the social media approval workflow. If a visual or other material needs an AI disclosure, use the content labeling guide to find the relevant platform rules before publishing.
Frequently asked questions
Must every post receive the same review?
Use a lighter repeatable check for routine material whose facts have not changed. Give new offers, customer examples and sensitive claims a more careful review. Keep one visible owner for the final decision.
Can a high score guarantee engagement?
No. The scorecard checks editorial readiness. Audience interest, distribution and the offer still affect performance. Track useful actions after publication and use what you learn to improve the next brief.
Where does AI SMM fit?
Explore the AI content studio for preparing drafts and the social media management workflow for planning publication. Keep this checklist beside your review process and check plan limits for your intended use.
Next step: score one unpublished draft, fix its weakest check and verify the complete customer journey before scheduling it.
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