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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 fba03d73452a892f2461c7ae52979487cbd65f55 · 2026-09-09T17:59:30Z