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Meesho quality score checker: where does your catalog stand?

Meesho shows you the rating, the returns and the cancellations, but not how they add up to visibility. Enter your numbers for an illustrative score, the band you sit in, and the three fixes to make first.

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app.robnu.com/catalog/qualityA clean, compliant catalog, scored and fixedOne click raises every listing to marketplace-ready97QUALITYHSN + GST 2.0 rateauto-filledLegal metrology fieldsauto-filledAI title + bulletsauto-filledSize run + barcodesauto-filled

Your numbers

Pull these from your Meesho supplier panel. Every default and threshold here is illustrative: Meesho does not publish the exact formula, so treat the result as a direction, not a verdict.

Below 3.5 fades; 4.0 and above boosts.
Fewer than 30 and the average is discounted.
Customer returns plus RTO, as a share of orders.
Orders you cancelled, not buyer cancellations.
Orders handed to the courier after the SLA.
Five or more scores full marks here.

Where your catalog stands

Illustrative quality score
66 / 100
Good
Steady, unremarkable visibility. One or two fixes below would move you into the booster zone.
Product rating (35% weight)23 / 35
Return rate (25% weight)14 / 25
Seller cancellations (15% weight)11 / 15
On-time dispatch (10% weight)8 / 10
Listing completeness (15% weight)10 / 15

Fix first

The three inputs costing you the most points, with one concrete move each.

  1. 1. Product rating

    Push the average past 4.0, the booster line. Close the expectation gap with exact measurements and true-to-life photos.

    How to increase your Meesho rating
  2. 2. Return rate

    Find where returns concentrate (a size, a colour, a pincode band) and fix that one thing first. Every avoided return is a rating you keep and a reverse shipping charge you do not pay.

    Reduce RTO and returns on Meesho
  3. 3. Listing completeness

    Add images until you have at least five: front, back, detail, scale and in-use. Then fill every attribute Meesho offers so filters can find you.

    How many images per product

Returns, cancellations and late dispatch are the three drivers Robnu moves for you every day, by running the order operations behind them. The rating and the listing stay yours.

TL;DR
  • Meesho scores every product: below about 3.5 reach fades, 4.0 and above is a visibility booster.
  • Rating, returns, seller cancellations, dispatch and listing completeness all feed it.
  • This checker weights those five inputs into an illustrative 0 to 100 score. Meesho does not publish the formula.
  • The Fix first list ranks the three inputs costing you the most points, with one concrete move each.
  • Robnu runs the operations behind returns, cancellations and dispatch. Free for everyone now.
The number behind visibility

What the Meesho quality score is (and is not)

Meesho attaches a quality score to every product, and it behaves like a report card for the listing: it summarises whether the buyers who ordered it were happy enough to keep it and rate it well. Two lines matter. Below about 3.5, Meesho slowly stops showing the product, a quiet fade rather than a hard block. At 4.0 and above the score flips from neutral to a visibility booster and the product is shown more. Everything in between is steady, unremarkable reach.

What it is not: a single number you can edit. The score is earned downstream of four drivers, product quality, listing accuracy, delivery speed and packaging, and of the operational metrics around them. High returns, seller cancellations and a missed dispatch SLA all feed it, which is why the seller metrics that matter guide lists quality score next to return rate and dispatch rather than on its own.

It is also not published. The supplier panel shows the rating, the return rate and the cancellation rate, but not the formula that turns them into visibility. Every weight and cut-off in this checker is therefore illustrative. Use it to find the weakest driver, then read the catalog quality score guide for the full picture.

app.robnu.com/insights/feedThe engine reads your data for youEvery signal ranked by confidence and rupee impact, with a fix attachedPPRICING SIGNALSKU-204 underpriced vs. category92% confidence+₹8,400/moSEE FIXRRTO SIGNALPin 400xxx returning 3x average87% confidence−₹5,100/moSEE FIXIINVENTORY SIGNALFast-mover 6 units from stockout78% confidenceat riskSEE FIX
How the model works

Meesho quality score tool: how this checker scores you

The checker builds an illustrative score from five weighted sub-scores. Rating carries 35%, because it is the number Meesho itself uses for the 3.5 and 4.0 lines. Return rate carries 25%: every return is a buyer who was not satisfied, and the return rate and visibility guide explains how a rising rate quietly costs reach on its own. Seller cancellations carry 15%, on-time dispatch 10%, and listing completeness (images, description, attributes) 15%.

Each sub-score runs from 0 to 1 on a straight line. A rating of 4.6 or better scores full marks and 2.5 scores zero. Returns hit zero at 40%, cancellations at 8%, late dispatch at 15%. Five images, a description and every attribute filled earn full marks on completeness. A rating built on fewer than 30 ratings is discounted toward a neutral middle, because ten fives are not yet a signal.

The bands are illustrative too: 80 and above is Excellent, 65 to 79 Good, 50 to 64 At risk, and under 50 Deactivation risk. Meesho does not publish its cut-offs, so treat the band as a direction, not a verdict.

The useful output is the Fix first list. It ranks the three inputs with the most weighted points left on the table and gives one concrete move for each, with the guide that goes deeper. If your rating is under 3.5, start with fixing a rating below 3.5: the fastest recovery targets the source of the one and two star ratings rather than trying to out-vote them. Above the line, the how to increase your rating guide is the next step toward 4.0.

Illustrative, not official
Meesho has never published how rating, returns and cancellations combine into visibility. The weights, the sub-score lines and the bands here are our model of the behaviour the guides describe. Your panel numbers are real; the score is an estimate.
Two different problems

Meesho quality check failed on a listing vs a low quality score

Sellers mix up two different things. A quality check (QC) failure is a listing-level rejection: Meesho refused a new or edited product because an image, a title or an attribute broke the listing rules. It happens before the product is live, and it is fixed by correcting the upload. The Meesho QC errors guide walks through the common rejection reasons and how to clear each one.

A low quality score is a live-product problem. The listing passed QC, went on sale, and buyers are telling Meesho through ratings and returns that it disappoints. It is fixed by changing the experience, not the upload. A QC-clean listing can still sink below 3.5, and a listing stuck on a stale QC error can be a great product nobody can buy. Check which one you have before you act: a QC error shows in the catalog upload status, a low score shows in the rating and return columns of the products you already sell.

app.robnu.com/ajio/ordersRobnuOpen ordersBatchesManifestsDocument pipelineSLA watchdogSettingsOpen ordersSynced from the marketplace · normalisedOrderSKUStageStatusManifestedManifestedConfirmedConfirmedSlip readySlip readyAwaitingAwaiting
The Robnu way

Three of the five drivers, run for you every day

This checker tells you which driver is weakest. Robnu is the agentic OMS for Meesho, AJIO and Amazon sellers: it runs the daily order operations behind returns, cancellations and dispatch, accepting on time, keeping every parcel inside the SLA, and keeping stock honest so you never cancel an order you already accepted. It also checks every return and every settlement, so each rupee Meesho pays you is correct.

The rating and the listing stay yours to raise. Free for everyone now, and forever free under 25 orders a day when paid pricing launches.

FAQ

Meesho quality score, answered

The Meesho quality score is a rating the platform attaches to each product, a report card for how that listing performs on product quality, listing accuracy, delivery and buyer experience. Meesho uses it to decide how much to show the product. Below about 3.5 the platform slowly stops surfacing it; at 4.0 and above the score works as a visibility booster.

No public one. The supplier panel shows you the pieces, the product rating, the return rate and the cancellation rate, but not the formula that combines them into visibility. This checker is an illustrative model built from those same inputs plus dispatch and listing completeness. Every weight and threshold is our estimate, not Meesho's published rule, so read it as a direction rather than a verdict.

On the product rating Meesho shows, aim for 4.0 and above, where the score starts actively lifting visibility, and treat 3.5 as the line you must not fall under. On this checker's illustrative 0 to 100 scale, 80 and above is Excellent, 65 to 79 Good, 50 to 64 At risk and under 50 Deactivation risk. The bands are ours; Meesho does not publish its cut-offs.

Yes. Below roughly 3.5 Meesho gradually reduces how often it shows the product. It is not usually an instant block, it is a slow fade: fewer impressions, fewer clicks, fewer orders, until the listing is effectively invisible. Because the decline is gradual, sellers often notice only after orders have already fallen, which is why watching the rating and the low-star share early matters.

It depends on how many old ratings weigh on the average. The rating is a running average, so a catalog with hundreds of old low ratings moves slowly even when every new rating is a five, while a catalog with few ratings can recover in a couple of weeks. Returns, cancellations and dispatch respond faster: fix the cause today and the rate starts improving on the next batch of orders.

This checker estimates once, from numbers you type in. Robnu is the agentic OMS for Meesho, AJIO and Amazon sellers: it runs the daily order operations behind three of the five drivers, on-time acceptance, dispatch inside the SLA and honest stock so cancellations stop, and it checks every return and every settlement so each rupee Meesho pays you is correct. The rating and the listing stay yours to raise. Free for everyone now, and forever free under 25 orders a day when paid pricing launches.

build ccfc1e68d61826ac8953ab7981c26f9ac943e519 · 2026-09-25T16:45:54Z