Skip to main content
Klizer
Product data · Ground layerAvailable

Enrichment Agent

For product data and ecommerce teams

Supplier files in. Complete, channel-ready product content out.

The Enrichment Agent is an AI agent for manufacturers and distributors. It reads supplier files, spec sheets, PDFs, product records in your PIM, ecommerce platform or ERP, marketplace requirements, site search logs, sales by product family, watches for missing attributes, unit mismatches, duplicate SKUs, schema drift, and hands back complete product records with mapped attributes and a QA report. It never publish to a channel without your review step. It runs on Akeneo, inRiver, Salsify, Prophet 21 and goes live in 3–4 weeks.

View chat example
E
Enrichment Agent example
Scripted product example
I turn supplier files, spec sheets and PDFs into complete product records, and tie every gap to the revenue and search demand it's costing you. Ask any question, in any order.
Choose a question to see how Enrichment responds.
Try the example

What would you ask Enrichment?

Illustrative sample records, figures and external signals (weather, permits, commodity, tariff and competitor data) show the agent's intended behavior. They are fictional; no live system, company, or customer data is connected here.

4m 12s
per 2,400-SKU supplier file
Every
record ships with a QA report
3–4 wks
to live in your stack
0
records published unreviewed
The problem

The problem the Enrichment Agent solves: The catalog is always three suppliers behind.

A spec sheet arrives as a PDF. Someone retypes forty attributes wherever your product data lives, guesses at six of them, and the listing goes live incomplete.

1Attributes missing at channel launch
2Every supplier sends a different format
3Retyping instead of reviewing

Reads

  • Supplier files
  • spec sheets
  • PDFs
  • product records in your PIM
  • ecommerce platform or ERP
  • marketplace requirements
  • site search logs
  • sales by product family

Enrichment Agent

Watches for
  • Missing attributes
  • unit mismatches
  • duplicate SKUs
  • schema drift

Hands back

Complete product records with mapped attributes and a QA report

Never: Publish to a channel without your review step.

How it runs

How the Enrichment Agent runs: Three steps, per supplier file.

  1. 01
    Ingests
    Spreadsheets, spec sheets and PDFs, in whatever shape the supplier sent them.
  2. 02
    Maps
    Attributes onto your product schema in your PIM, ecommerce platform or ERP, with a confidence score on every field it inferred.
  3. 03
    Flags
    What it could not resolve, so your team reviews forty fields instead of retyping four thousand.
The detail

Enrichment Agent scope: Scope, in four rows.

Reads
Supplier files, spec sheets, PDFs, product records in your PIM, ecommerce platform or ERP, marketplace requirements, site search logs, sales by product family
Watches for
Missing attributes, unit mismatches, duplicate SKUs, schema drift
Hands back
Complete product records with mapped attributes and a QA report
Never does
Publish to a channel without your review step.
Runs onAkeneoinRiverSalsifyProphet 21
Data

What it needs from your data.

Typical data points. We confirm the exact list with you during discovery.

From your PIM, ecommerce platform or ERP

  • Product records and item master
  • Your attribute schema and taxonomy
  • Approved values your team has set by hand

From suppliers and channels

  • Supplier spreadsheets and price files
  • Spec sheets and PDF catalogs
  • Marketplace and channel requirements
  • Image and document links

Before you ask: Enrichment Agent questions and answers

How accurate is it?

Accuracy on a test set isn't enough. It has to hold up on your live systems. We work with you on your own data and prove it on your use case, running against your production systems.

Do we need a PIM?

No. It works wherever your product data lives: a PIM, your ecommerce platform or your ERP. It writes back to the same place, after review.

What happens to an attribute it cannot infer?

It leaves the field empty and flags it for review, with the sources it checked. It does not guess.

Can it handle a supplier who changes format every quarter?

Yes. It detects renamed or moved columns, proposes a new mapping for approval, and reuses that mapping on the supplier's next file.

Does it overwrite an attribute we set by hand?

No. Values your team approved are protected. When supplier data disagrees, it becomes a review item.

How do we audit what it changed and why?

Every value records its source file, page or cell, a confidence score, the reviewer and a timestamp.

Pairs with
Commerce
Visibility Agent
Complete records are what an AI answer can cite.
Operations
Margin Agent
Finds the leak these numbers explain.
Deploy Enrichment
Build, one-timeFrom $15,000
Model usageYou control it
License feeNone
Time to live3–4 weeks
Support2 weeks included
Price it in the calculator
30-minute session. No procurement step to see the scope.
Where it runs
Your cloud, your keys, your data residency. VPC or on-prem. Admin access is yours from day one.

Klizer is SOC 2 certified.

Security details →

Next: Inventory Agent

For purchasing, planners and branch managers

Sees the stockout coming while there is still time to order.

See Enrichment run on your data.

Bring one supplier file you dread and we will run it in the session.

No-obligation sessionTailored to your systemsClear next steps & ROI