A Monthly Listing Quality Report for General Managers

The used-car meeting has numbers for days-to-turn, aged units, and front-end. Then someone asks how Facebook Marketplace is doing. The answer is a shrug, a screenshot of one good thread, or "the internet guy says volume is up." Nobody in the room has seen whether live ads are the right cars, the right prices, or last month's cloned paragraph. Marketplace is being managed like a personality, not like a channel.

A monthly listing quality report for general managers is the missing packet. It is not a claim that quality scores produce a known lift in sales. It is an operations report: are we advertising the inventory we actually have, at the prices we will honor, with photos and copy that would not embarrass the store in a driveway? GMs already know how to run a pack. This one just has to exist.

This is written for GMs and the internet director who will assemble it. Pair it with the listing quality rubric and the 15-minute spot-check of 20 live listings so you are not inventing a new inspection every month.

What a Monthly Listing Quality Report Is For

The report has three jobs. If a slide does not serve one of them, cut it.

1. Show whether the public ads match the lot

Sold-still-live, wrong photos, wrong trim, stale prices vs. the website. These are not "content nits." They are storefront errors that happen to live on a phone.

2. Show whether quality is a person problem or a process problem

If one associate owns most fails, that is coaching. If every poster fails on price match, Marketplace is not in the price-change workflow. GMs are good at this distinction in F&I and recon. Use it here.

3. Decide one change for the next 30 days

A report that does not produce a single operating change is a PDF. Examples of real changes: mark-sold becomes part of the deal process; twins get a photo naming rule; below-6 rubric scores cannot leave draft; long-stock units get a seasonal copy pass.

What the report must not do

• Invent conversion rates, "average messages per listing," or year-over-year percentages you did not measure consistently.
• Attribute sales to Marketplace without a CRM discipline you actually run.
• Rank reps on vanity metrics that reward blasting ads.
• Quote Meta policy numbers or promise that better copy means better distribution.

Days-to-turn still belongs in the used-car pack. If you want the holding-cost frame next to exposure, see days-to-turn and online exposure. Keep those economics separate from listing-quality grades so nobody "proves" a rubric with a story.

What to Put in the Pack (and How to Source It)

Keep it to two pages or six slides. GMs will not read a novella.

Header facts (no theater)

• Period covered.
• Count of units live on Marketplace at month end (from inventory posted, not from memory).
• Count posted during the month vs. still in draft.
• Sold-still-live incidents found (even if you already cleaned them).

Quality sample

• How many live listings you scored or spot-checked this month (20 per week is plenty).
• Fail tags: SOLD, PRICE, PHOTO, ID, CLAIM, STALE — counts only.
• Rubric dimension that failed most often (identity, price, photos, uniqueness, claims).
• Two anonymized fail examples (stock type, not a public dunk on a named rookie unless that is your culture and it is fair).
• Two pass examples so the room knows what "good" looks like.

People and sources

• Listings posted by role (admin/manager vs. sales rep vs. associate), if you have a team.
• Intake source mix you actually know: CSV vs. auction capture vs. hand-built. If you do not know, say you do not know. That is a finding.

Open operational risks

• Twin units without a photo protocol.
• Financing or superlative language still in templates.
• Aged units whose copy still describes last season.

One-page checklist the GM can glance at

• Posted count is known and matches a system, not a guess
• Sold-still-live is measured, not assumed at zero
• Sample size stated
• Top fail tag named
• Owner of next month's fix named
• No fake percentages

If a month's pack cannot check those boxes, you did not have a report. You had a conversation.

How to Build the Monthly Listing Quality Report in Under an Hour

The pack should be assembled from habits you already ran, not from a heroic audit on meeting day.

Throughout the month (already scheduled)

• Two 15-minute spot-checks per week, logged as stock number + tag.
• Rubric scores on drafts that went through the manager gate (even a tally of below-6 vs. 8–10).
• A running list of sold-still-live and wrong-photo incidents.

Meeting week (30–45 minutes)

1. Filter inventory to posted. Note the count.
2. Tally tags from the spot-check log. You do not re-audit the catalog.
3. Pull two fails and two passes from that log. Screenshot internally; do not paste customer threads into a slide if they contain personal data.
4. Ask the internet director for one process change they want the GM to enforce. If they cannot name one, the GM picks from the top tag.
5. Write a five-line narrative: what improved, what did not, what we will do.

Tools you do not need

You do not need a BI project. A sheet with date, stock, tag, scorer is enough. If the store cannot produce that sheet, the finding is "we have no quality memory," which is already worth the meeting.

Cadence trap

Do not skip a month because volume was "too high." High volume is when quality reports matter. If posting exploded after an auction week, sample the new units, not the comfortable old ones.

How GMs Should Use the Report in the Room

A quality pack that becomes a speech about "being more careful" will change nothing.

Tie the top tag to a rule

• SOLD: no deal is complete until Marketplace is marked sold and archived. Desk manager owns it the way they own a key tag.
• PRICE: no lot-price change without the same change queued for Marketplace. Internet director owns the lag time.
• PHOTO: no twins photographed in one unlabeled session. Used-car manager owns the naming rule.
• CLAIM: banned-term search after every import. Manager owns the template.
• STALE: aged list includes a copy/photo pass, not only a price cut.

Staffing implications

If associates produce most PHOTO and ID fails, the manager review gate is either missing or rubber-stamping. If reps who self-queue look clean and assigned associates do not, training is the fix, not "more posts." If everyone is sloppy, intake (CSV, photos, notes) is the fix.

What to praise

Praise process adherence: sold hygiene, drafts that stayed in draft until they passed, photo folders named by stock. Do not praise raw listing count. Volume without the report's tags is how you get a quiet inbox and a noisy driveway.

What to ignore

A single viral thread. A competitor's ad. Anecdotes about "the algorithm this month." Those can be discussed elsewhere. This pack is about whether our live ads were true.

Close with an owner and a date

"By the 15th, sold-still-live is part of the deal checklist, and next month's pack will show the incident count." That is a GM sentence. "Let's try to do better on photos" is not.

How PostToMarket Automates This

A monthly listing quality report for general managers dies when posted vs. sold, owner, photos, copy, and messages live in different systems. The GM ends up with stories. The product job is to make the month's evidence retrievable.

• Inventory statuses (draft, posting, posted, sold, failed) are the source of the header counts and the sold-still-live check.
• Team analytics by rep and source feed the "person vs. process" page without a manual reconstruction.
• Per-rep queues, manager assignment, and team queue view show who owned the fails you sampled.
• Leads inbox belongs in a separate leads conversation; use it only to illustrate that a CLAIM fail turned into a complaint, not as a fake ROI slide.
• Import history and row-level errors explain PRICE and ID clusters that started in the file.
• AI copy and photo picker, editable before posting, are what you are actually grading. The report is downstream of those drafts.
• Mobile dashboard so a GM can spot-check posted units on the lot instead of only in the meeting.

Unlimited vehicles in inventory on every plan means the aged list and the live list can live in one place instead of an export that is already wrong by the meeting. PostToMarket is not affiliated with Meta. The report will not make Facebook distribute listings. It will make it obvious whether the store is advertising reality.

Put Marketplace on the Same Standard as the Lot

A monthly listing quality report for general managers is how Marketplace stops being a vibe. Posted counts from a system, a sample with tags, a top fail, an owner, a date. That is enough to run the channel like inventory.

If your next used-car meeting still cannot answer whether last month's live ads were the right cars at the right prices, you do not need another anecdote from the internet desk. You need the pack. Build it from the spot-checks you should already be running, then enforce one rule.

PostToMarket is the system of record for inventory, queues, imports, and team posting so the pack takes an hour, not a week. Starter at $59 per month fits a principal who is also the only poster. Dealership at $299 per month fits a GM who needs up to 13 logins and a manager who can assign the fails. Start your 10-day free trial through secure Stripe checkout. Cancel anytime. If it is on the lot, it should be on the report.