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Robnu
Planned

Stars don't move. Reviews do. Read them properly.

Reviews intelligence will cluster marketplace reviews per SKU into themes — sizing, fit, fabric, packaging, color accuracy, delivery — and point to the SKU-level fixes that actually move stars over the next 30 days.

Free during early access · Forever free under 25 orders/day
app.robnu.com/ai/reviewsWithout vs with RobnuSame 30-shipment week — different outcomeGeneric 'add a sizing chart' advice3.4★SKU-cluster fixes shipped4.2★
TL;DR
  • Ingests marketplace reviews per SKU and clusters into themes — sizing, fit, fabric, packaging, color accuracy, delivery.
  • Surfaces the cluster that's costing you stars on this SKU specifically — not a generic 'improve photos' nag.
  • Connects clusters to the listing fields that change them (size chart, fabric specifier, image set).

What you get.

Per-SKU, not per-store

A 4.0 star average hides the 2.8-star SKU dragging down a 4.6-star catalog. Reviews intelligence ranks SKUs by review-pull magnitude, so you fix the ones that matter.

Theme clustering

Themes come out of the model — sizing, fit, fabric weight, color accuracy, packaging, delivery experience. You see the count + sentiment per theme on each SKU.

Tied to the listing

Each theme links to the listing field that fixes it. 'Sizing too small' clusters → size chart + variant note. 'Color not as shown' clusters → image set + color-accuracy disclaimer.

Themes the model tracks first

What reviews intelligence reads for.

  • Sizing — runs small, runs large, vanity sizing, missing chart.
  • Fit — body fit vs photo, length, sleeve, neck.
  • Fabric — weight, transparency, comfort, durability.
  • Color accuracy — vs photo, vs swatch, in real lighting.
  • Packaging — damaged on arrival, loose, missing tag.
  • Delivery experience — late, wrong product, hard to return.
  • Pricing perception — value vs marketplace alternatives.
FAQ

Practical answers.

Auto-response is not in the A1-adjacent plan. Drafted responses for high-impact reviews are in scope; you approve before sending.

Reviews intelligence ships when each marketplace's review surface is integrated. Ajio first; Meesho follows the Process pillar's Meesho work.

Related

More inside this pillar.

Try it inside your own dashboard.

Free during early access. No card. Forever free under 25 orders/day.

build 547000c1ac5d3ea9cb039864711ed788f9948b69 · 2026-06-12T02:03:58+05:30