You don't know which products are ready to publish.
Now you will.

AI-driven completeness scoring and error detection across your entire catalogue — in real time. Know exactly what's publish-ready, what needs enrichment, and what's blocked before anything reaches your PIM or storefront.

The Notes App for Power Users - Techbeta X Webflow Template
The Notes App for Power Users - Techbeta X Webflow Template
The Notes App for Power Users - Techbeta X Webflow Template
Completeness dashboard showing 1,204 items ready to publish, 387 needing enrichment, and 89 blocked, with completeness bands: 72% at 90-100%, 23% at 70-89%, and 5% below 70%.
100%
Tasks completion rate
10M+
Capital raised

Real-time

Scores update as data changes

Every

Required field tracked per product

0

Incomplete products reach your PIM
How it works

Quality you can act on. Not just measure.

Three layers of quality intelligence — completeness scores, error detection, and publish readiness — all connected to the tools that fix problems when they're found.

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Completeness scoring

Every product gets a percentage score based on your schema's required and optional fields. Filter your catalogue by score. See what needs attention before it causes problems downstream.

🔍

Value mapping

AI identifies values that are out of range, in the wrong format, statistically unlikely, or conflicting with other attributes. Flagged before they reach your PIM or any channel.

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Publish readiness

A binary gate based on your own rules. Products above your completeness threshold are marked ready. Everything else is held back — automatically. No manual review of 10,000 rows.

COMPLETENESS SCORING

A number for every product. Based on your schema, not ours.

Completeness is calculated against your own required and optional field definitions — not a generic standard. A product missing an optional image scores differently from one missing a required voltage. You decide the weighting. AI tracks it across your entire catalogue in real time.

Blue check mark symbol indicating completion or approval.
Score per product, per category, per supplier
Blue check mark symbol indicating completion or approval.
Required fields weighted more heavily than optional
Blue check mark symbol indicating completion or approval.
Scores update in real time as enrichment runs
Blue check mark symbol indicating completion or approval.
Filter catalogue by score band (90–100%, 70–89%, below 70%)
Blue check mark symbol indicating completion or approval.
Export by completeness to prioritise enrichment work
Completeness breakdown for Bosch GSB 18V-55 showing Brand Bosch and Voltage 18V as completed, Max Torque and IP Rating as required but missing, and Lifestyle Image as optional and missing.
ERROR DETECTION

Catch problems before they reach your PIM. Or your customers.

Completeness tells you what's missing. Error detection tells you what's wrong. AI applies statistical analysis and business rules across every attribute — flagging values that are out of range, in the wrong format, or inconsistent with related fields.

Blue check mark symbol indicating completion or approval.
Out-of-range detection — weight of 150kg for a power drill gets flagged
Blue check mark symbol indicating completion or approval.
Format validation — IP ratings in wrong format, dates malformed
Blue check mark symbol indicating completion or approval.
Logical consistency — 18V product with a 240V charger requirement
Blue check mark symbol indicating completion or approval.
Duplicate detection — same SKU with different values across sources
Blue check mark symbol indicating completion or approval.
All errors surfaced with explanation and suggested fix
Error report for DEWALT DCD796N showing weight out of range at 15.5kg, IP rating wrong format with suggested IP54, and a warning for duplicate SKU with conflicting voltage values.
PUBLISH READINESS

Products that meet your standard go through. Everything else doesn't.

Set a completeness threshold — say, 90% — and only products that meet it are eligible for export to your PIM, ERP, or channels. No manual review of 10,000 rows. No incomplete products slipping through to your storefront.

Blue check mark symbol indicating completion or approval.
Configurable publish threshold — 80%, 90%, 100%, your choice
Blue check mark symbol indicating completion or approval.
Incomplete products are held automatically, not exported
Blue check mark symbol indicating completion or approval.
Held products visible in a work queue with reasons shown
Blue check mark symbol indicating completion or approval.
One-click enrichment from the held queue to fix and re-score
A dashboard showing power drills category with publish threshold of 90% complete, listing Makita DHP484Z at 94% export ready, Hilti SF 6H-A22 at 97% export ready, Bosch GSB 18V-55 at 71% held, and DeWalt DCD796N at 38% held.
also in DATA STRUCTURE

Explore the full platform

Data Structure is one of three pillars.

DATA STRUCTURE

Schema & Attributes

Define what to normalise to - and AI builds your schema in minutes.

Explore →
DATA STRUCTURE

Mapping & Normalisation

Normalised data scores higher - fewer format errors, fewer missing values.

Explore →
DATA STRUCTURE

Product Data Quality

You're here.

ENRICHMENT & CONTENT

Enrichment Studio

Quality scores tell you what to enrich — Enrichment Studio is how you fix it.

Explore →
ENRICHMENT & CONTENT

Supplier Portal

Better supplier data at the source means higher quality scores from the start.

Explore →

See your catalogue's quality score

Book 30 minutes. We'll run a quality audit on a sample of your products and show you exactly what's blocking publish readiness.

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Built for e-commerce teams who are done doing it by hand.