Enrichment Engine

From a title and GTIN to verified product intelligence.

Give Central a product URL, CSV row, shop URL, or catalog export. Central finds missing facts, checks source agreement, scores confidence, and returns an enriched record with custom fields, page copy, FAQs, schema, feed fields, widget data, and review states.

app.central.to/enrichment/runs/wh-1000xm5
gather verify enrich publish
0% Running
Sony WH-1000XM5
GTIN 4548736141544 Brand Sony 40+ specs · 16 sources
AI contentgenerated grounded · 0 unsupported claims · routed to PDP, FAQ, Schema, feed, widget
why central exists

Your catalog is never as ready as the channels need it to be.

Most enrichment work starts with weak data: a supplier title, a GTIN, maybe a price. Open the export and the gaps are obvious — dimensions, materials, batteries, care, warranty, FAQs, schema — column after column of empty cells.

That's not enough for product pages, feeds, widgets, or AI shopping surfaces. The missing work isn't just writing — it's finding fields, checking sources, resolving conflicts, and deciding what's safe to publish.

catalog-export-2026-Q2.xlsx
saved 2 min ago
%.0.00 100% Default 10 BIU
F4
fx
— (no data imported)
ABCDEFGHIJ
1 SKU Title GTIN Brand Color Dimensions Weight Battery Codec Warranty
2 WH-1000XM5-BLK Sony WH-1000XM5 Black 4548736141544 Sony Black
3 WH-1000XM5-SIL Sony WH-1000XM5 Silver 4548736141551 Sony Silver
4 WH-1000XM5-UK Sony WH-1000XM5 UK 4548736141544 Sony Black 250 g 30 h
5 WH-1000XM5-SPEC Sony official spec sheet 4548736141544 Sony Black/Silver 250 g 30 h LDAC
6 WH-1000XM5-JAS JAS LDAC certificate 4548736141544 Sony LDAC
7 WH-1000XM5-MM MediaMarkt listing 4548736141544 Sony Black 30 h
8 WH-1000XM5-CB Coolblue listing 4548736141544 Sony Black 250 g 30 h
9 WH-1000XM5-FAQ Review and FAQ signals 4548736141544 Sony
catalog
variants
images
+
31 empty cells across 8 Sony source rows
anti-hallucination · proof on every fact

Nothing ships unless the record can prove it.

Central never invents. Every candidate fact is checked against independent sources, scored on agreement, and held until the record earns the right to publish it. AI sees the verified record — never the open web.

Battery life · ANC on proposed: 30 hchecking 5 sources
publish
Sony product pagesony.com/electronics/headphones/wh-1000xm5 30 h manufacturer
JAS-certified spec sheetspec-sheet · 2022-05 · ID 4548736 30 h certified
MediaMarkt listingmediamarkt.de/de/product/_sony-wh-1000xm5 30 h retailer
Coolblue listingcoolblue.de/produkt/901234/sony-wh-1000xm5 30 h retailer
Forum thread, 2023audiophile-forum/threads/wh1000xm5-battery 28 h unranked
4 of 5sources agree 2 independent agreements required 0.97confidence
IP rating · water resistance proposed: IPX4checking 4 sources
hold · no claim
Sony product pagesony.com/electronics/headphones/wh-1000xm5 not stated manufacturer
Retailer copy (1)retailer-a · listing 88452 IPX4 conflict
Retailer copy (2)retailer-b · listing 23901 IPX2 conflict
Spec sheetspec-sheet · 2022-05 not stated manufacturer
0 of 4agree on a value manufacturer makes no claim not published

The trust ladder

How a fact earns the right to publish.

1.00 Merchant-authoredbrand portal, supplier spec, internal PIM publish
0.97 5+ sources agreemanufacturer + retailers + spec publish
0.82 2 sources agreeat least one is authoritative publish
0.6–0.8 Single sourcebelow the publish threshold review
conflict Sources disagree on valueno merchant decision on file held
no src Claim cannot be verifiedAI is not allowed to fill the gap held

The promise: AI never sees the open web. It only sees facts the record already proved. So copy, bullets, FAQs and schema can be wrong about style — never about fact.

structured output · custom fields

A verified record of custom fields.
Every value carries a source and a score.

Central turns the imported product into a typed record: booleans, text, selects, strings, numerics — each with the source that backed it, the confidence it earned, and a save state operators can override.

Low-confidence values stay hidden behind a toggle. Conflicts route to review. Brand-authored facts win over scraped facts. The record is auditable end-to-end.

per-SKU depth 0–1 confidence source-tagged typed values
Core Product Data
Variants 2
Custom Fields 32
AI Content
Channel Outputs 2
Audit 12
All changes saved
Variable Product — 2 color variants
Varies by: Black and Silver
Manage Variants
Custom Fields
Manage custom field data with source tracking
+11 low conf.
All Sources
32 fields
Battery life · ANC on Brand 100% numeric
×
30 h
Codec support Spec 99% select
×
LDAC × SBC × AAC × Add more…
Noise cancellation Web 94% text
×
8 microphones, Auto NC Optimizer, and Integrated Processor V1 support active noise cancellation.
Color Brand 100% select
×
Black × Silver × Add more…
Brand Brand 100% string
×
Sony × Add more…
Webor Brandsource
100%0–1 confidence
numeric · text · select · stringtyped value
generated output · ai content

Marketing-ready AI content,
drafted from verified fields only.

Selling points, pros and cons, ideal-buyer language, review intelligence, optimized bullets, FAQs. Every line is grounded in the custom-field record — no claim ships unless the record can support it.

When a claim is touched up, the source it depends on is touched up too. Re-enrich a field and the copy that referenced it is flagged automatically.

grounded in the verified field record
Core Product Data
Variants 2
Custom Fields 32
AI Content
Channel Outputs 2
Audit 12
All changes saved

Core Selling Points 5 grounded

8-mic active noise cancellation
Up to 30 h battery life with ANC on
LDAC hi-res wireless audio
Lightweight 250 g over-ear design
Multipoint Bluetooth for two devices

Purchase Decision ideal · not ideal

Ideal BuyerFrequent travelers, commuters, and focus workers who want strong noise cancellation, long battery life, and premium wireless audio.
Not Ideal ForSports, rain-heavy outdoor use, or shoppers who need a published IP rating before buying.

Pros & Cons drafted from custom fields

Pros
  • Strong active noise cancellation backed by an 8-microphone array.
  • 30-hour battery life with ANC on, 40 hours with ANC off.
  • LDAC, SBC, and AAC codec support for flexible audio playback.
  • Lightweight 250 g build for long listening sessions.
  • Multipoint Bluetooth keeps laptop and phone connected.
Cons
  • Premium price compared with mid-range headphones.
  • No published IP rating in the verified manufacturer record.
  • Over-ear fit can feel warm during long summer commutes.
  • Touch controls may require a short learning curve.

Review Intelligence 12 reviews · 5 shops

Noise cancellation
38% of reviews
"train and office noise drops into the background"
Warm over-ear fit
9% of reviews
"comfortable, but warm on longer summer commutes"
Battery life
29% of reviews
"lasts several workdays before I need the charger"
Touch controls
7% of reviews
"gestures are useful once you learn them"

Optimized Bullet Points 7 · channel-ready

Premium over-ear headphones with 8-mic active noise cancellation for travel, office, and everyday focus.
Up to 30 hours of battery life with ANC on, or up to 40 hours with ANC switched off.
LDAC, SBC, and AAC codec support for high-resolution wireless listening where supported.
Lightweight 250 g design with soft over-ear cushions for extended listening sessions.
Multipoint Bluetooth lets the headphones stay connected to two devices at once.

Frequently Asked Questions 50

How long does the Sony WH-1000XM5 battery last with ANC on?
30 hours. The record has this value confirmed by Sony, a certified spec sheet, and retailer sources.
Which Bluetooth codecs are supported?
How much do the headphones weigh?
Can they connect to two devices at the same time?
Are they water resistant?
What changes for Google Merchant Center output?
Allfields backing this output 16sources cross-checked 0.94avg. confidence 0unsupported claims published
proof artifact · Sony WH-1000XM5

One sparse product record. One verified record.

The same Sony WH-1000XM5 — before, then after. Conflicting dimensions or unsupported claims stay flagged until another source or a merchant decision resolves them.

supplier · CSV · row 412before
Sony WH-1000XM5
BLACK · OVER-EAR
Title · GTIN2 imported
Price · color€ 399 · Black
Descriptionsupplier ¶
Dimensions · weightmissing
Battery · codecmissing
Drivers · controlsmissing
Buyer FAQmissing
Schema · channel feedmissing
4imported5missing
Central
verifies
central · canonical recordverified
Sony WH-1000XM5
BLACK · 250 g · 30 h · LDAC · 8-MIC ANC
Description3 ¶ · sourced0.94
Dimensions7.5 × 18.2 × 25.4 cm0.96
Weight250 g0.98
Battery (ANC on / off)30 h / 40 h0.97
CodecLDAC · SBC · AAC0.99
Drivers30 mm · dual diaphragm0.94
Buyer FAQ12 · from reviews0.88
Schema · channel feedProduct + FAQPageready
40+specs · 16sourcesverified · ready
FAQ

Three questions about enrichment.

Does enrichment require a clean catalog first?

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No. Central is designed to start with the data the merchant already has and build toward the record the channels need.

What happens when sources disagree?

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Conflicts stay visible. Merchant values can win where appropriate, and uncertain fields can stay hidden or routed for review.

Is the generated content separate from the data?

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No. Descriptions, bullets, FAQs, and channel fields are generated from the verified product record.