AI Enrichment

Raw product data in.Complete records out.Ready for every channel.

The enrichment layer of the Qooly Product Intelligence Platform. Agent Flow turns thin ERP and supplier data into complete, channel-ready product records, in your brand voice and under your rules.

A pair of jeans moving through AI enrichment (analyze, enrich, validate, complete) with its product record filled in
CompleteEvery required field, per channel
On-brandYour voice, your banned words
GroundedOnly what your data supports

In the product

Watch your data complete itself.

Agent Flow reads what your systems already know, fills every gap in your brand voice, and holds anything it cannot verify for a person to approve.

  • Attribute completion
  • Brand-voice copy
  • Channel-ready titles
  • Grounded in your data

How it works

From thin source data to complete, on-brand records.

  1. Read your sources

    ERP, PLM, supplier feeds, spreadsheets and product images.

  2. Fill and score

    Agent Flow completes each record and scores it against every channel's requirements.

  3. Approve and release

    Review what your rules route to you. Everything else goes live on its own.

Capabilities

Everything AI Enrichment handles

Attribute completion

Material, fit, care and dimensions, read from images and source data.

Brand-voice copy

Descriptions written to your tone, style guide and banned words.

Channel-ready titles

The right structure and length for every destination, in one run.

Grounded in your data

Anything it cannot verify goes to review, never live.

Localization

Adapted for every market you sell in, not just translated.

Human in the loop

Approval rules per category and field, with one-click rollback.

From raw to ready

The same record, before and after enrichment

Before · from your source systems
25%
After · enriched by Qooly AI
88%
TitleJNS STR 32 BLU
TitleClassic Straight Fit Jeans, IndigoAI written
Categorymissing
CategoryMen > Clothing > JeansAI written
Material98CO 2EA
Material98% Cotton, 2% Elastanefrom source
Colourmissing
ColourIndigo, medium washfrom image
Fitmissing
FitStraightfrom image
Caremissing
CareMachine wash cold, inside outAI written
Descriptionmissing
DescriptionA timeless straight-leg jean in premium stretch denim, made for everyday wear.AI written
Claimmissing
Claim"Organic cotton"needs review
JNS-0042-BLU6 of 8 fields missing
5 filled2 cleaned1 held for review
2 agents at work on AI Enrichment

AI agents at work

Agents fill the gaps.You approve what matters.

  • 01

    Enriching & publishing

    Maps incoming data to your catalog, validates it against your rules, enriches what is missing and routes anything needing a decision to the right approver.

    Writing descriptions for 214 new SS27 styles
  • 02

    Timing every change

    Lists products once they are complete enough, starts prices at an exact moment, and acts on stock as it ages.

    Listing 38 records the moment they reach 92%

Every module runs on the same agents and the same rules.

Meet all the agents →

FAQ

Questions teams ask

Will the AI make claims that aren’t true?

No. Output is limited to what your ERP, supplier feeds, spec sheets and images support. Anything it cannot verify is routed to a person, and every change is logged and reversible.

Can we keep our hand-written copy?

Yes. You choose per field and per channel what Agent Flow fills. Many teams keep their hero copy and let it handle attributes, variants and translations.

How does enrichment fit the rest of Qooly?

It is one layer of the Product Intelligence Platform. Enriched records are governed by the same rules, published by Agent Sync and timed by Agent Scheduler, so nothing is enriched in one place and forgotten in another.

How do we get started?

Book a demo. We connect a slice of your real catalog and enrich it live, so you see the result on your own products.

See your catalog enriched

30 minutes, your own data. We enrich a slice of your catalog live and you keep the output.