Channel Studio

Turn one verified record into channel-ready output.

Pick a destination, write a prompt, or pop the canvas. Channel Studio maps required fields, optimizes meaningful copy, and ships Google Merchant, ChatGPT Commerce, Bing, Perplexity, and fully custom feeds — plus ad copy, blog posts, and social captions on demand.

app.central.to/channel-studio/builder
describe assemble optimize publish
0% Running
prompt
Build
Central AI assembled this pipeline
InputProducts
all fields119
max products10
TransformAI Channel Map
targetChatGPT
rulesapplied
ChannelChatGPT Commerce
countryCH
formatJSONL · gz
DeliveryFeed Host
channelopenai_commerce
statusready
Channel-ready output 4 channels · 0 unsupported claims · grounded in verified record
ChatGPT Commerce · jsonl10 products
{"name":"Sony WH-1000XM5", "key_specs":…}
readyCH · de0.94 avg
Google Merchant · xml10 products
<g:gtin>4548736141544</g:gtin>
readytitle 99/150 chGTIN ✓
Ad copy · meta + google7 headlines
Industry-leading ANC · 30 h battery · LDAC hi-res audio
7 variationsgrounded
Blog · SEO long-form1 × 1,200 words
Best Noise-Cancelling Headphones in 2026 — a verified review
draftSEO ready
why central exists

One SKU. Six rewrites. Six chances to drift.

Product teams rewrite the same SKU for the storefront, Google, Amazon, ChatGPT, custom feeds, ads. The moment those rewrites happen outside the verified record, titles drift, bullets overclaim, feeds get rejected, and nobody knows which version is safe to ship.

https merchants.google.com /diagnostics/products/5KSM175-RED
Merchant Center
KitchenAid EU · 6829-104-3271
? set
KA
Overview
Performance
Products
All products
Diagnostics
Feeds
Add products
AdMarketing
+Recommendations
StStores
TlTools and settings
?Help & feedback
Products · Diagnostics · Item issues

Item issues

Feed: kitchenaid-eu-shopping · DE
! This item is currently not eligible to appear in ads. Fix 4 issues to make it eligible for free listings, Shopping ads, and Performance Max. Learn more →
KitchenAid Artisan Stand Mixer 4.8 L — Empire Red
Item ID 5KSM175-RED GTIN 0883049545776 Brand KitchenAid Last update 4 min ago
View on landing page
4 issuesShowing: All severity · Sort by impact
Issue Affected attribute · source Listing destination Status
!
title [title] Title exceeds the 150 character limit. Imported value: "KitchenAid Artisan Stand Mixer 5KSM175PS in Empire Red, Premium 4.8 L Tilt-Head, Lifetime Warranty…"
storefront copy marketing-rewrite
Shopping ads Free listings
Disapproved
!
wattage [product_detail · power] Power value disagrees with manufacturer spec. Imported: 1500 W · Verified record: 300 W DC
feed import attribute mismatch
Shopping ads Free listings
Disapproved
!
warranty [product_detail · warranty] "Lifetime warranty" is not supported by the verified record. EU verified value: 5 years
feed import policy violation
Shopping ads Free listings
Disapproved
!
gtin [gtin] Required attribute is empty. Verified record has: 0883049545776
supplier csv field missing
Shopping ads
Action needed
4 of 4 issues shown · last refresh 4 min ago
Download report Request review
https ads.microsoft.com /cmp/Catalog/ProductDetails?productId=5KSM175-RED
Microsoft Advertising
KitchenAid EU· Account 144 829 631
?set!
KA
Overview
Campaigns
Reports
Tools
Conversion goals
Catalog · Diagnostics
Audiences
Insights
$Billing
setSettings
ToolsCatalog › Item diagnostics

Item diagnostics

Store: KitchenAid EU · DE · feed sync 12 min ago
! 3 errors are preventing this product from running on Microsoft Shopping Campaigns. Fix the issues to make it eligible for Bing Shopping and Microsoft Audience Network. Documentation →
KitchenAid Artisan Stand Mixer 4.8 L — Empire Red
Offer ID 5KSM175-RED GTIN 0883049545776 Store KitchenAid EU Last sync 12 min ago
Edit offer
3 issuesSorted by severity
Issue description Attribute · feed source Campaign impact Status
!
title Title contains restricted promotional language. Microsoft Shopping Campaigns disallow "Premium", "Lifetime" and similar terms in product titles. Imported: "… Premium 4.8 L Tilt-Head, Lifetime Warranty…"
feed import policy · promotional content
Bing Shopping Microsoft Audience Network
Disapproved
!
image_link Image resolution below required minimum. Supplied: 280 × 280 · Required: ≥ 320 × 320
feed import asset quality
Bing Shopping
Disapproved
!
product_category [google_product_category] Missing Microsoft taxonomy mapping. Imported: — blank — · Suggested: Home & Garden › Kitchen › Stand Mixers
feed import required attribute
Bing Shopping Microsoft Audience Network
Disapproved
3 of 3 issues shown
Export report Resubmit
https platform.openai.com /commerce/catalog/products/5KSM175-RED
OpenAI · Commerce
KA KitchenAid EU
Workspace
Catalog
Diagnostics
Products
Feeds
Grounding
Visibility
setSettings
Help
docDocs
?Support
CatalogDiagnostics › Product
Share Re-ingest

Product not surfaced

2 checks failed · last scored 6 min ago
This product is excluded from ChatGPT Shopping ranking. Two grounding checks failed. OpenAI surfaces only products whose claims meet a confidence threshold and have verifiable sources attached.
Grounding docs →
KitchenAid Artisan Stand Mixer 4.8 L — Empire Red
Item 5KSM175-RED GTIN 0883049545776 Ingested 4 days ago Vector ID cmrc_a7b921…
0.62 grounding score
(min 0.80)
2 grounding checks failedSorted by impact on ranking
! Low-confidence claim · description Excluded

The description references performance claims that don't appear in any cited source. Average claim confidence: 0.62 · Required: ≥ 0.85

"Handles any dough effortlessly with industry-leading power and stunning design." → Sources cited: 0 · Marked claims: 3 · Unsupported: 3
! Missing structured field · key_specs Excluded

The key_specs structured field is required for ChatGPT Shopping rank. Provide motor wattage, capacity, material, and warranty as a compact spec object.

motor— missing capacity— missing material— missing warranty— missing
2 of 2 checks shown · score recomputed every 6 hours
Export check log Re-run grounding
central fixes this

One verified record. Every channel ships clean.

Title length, wattage conflicts, Microsoft promo policies, OpenAI grounding thresholds — all enforced before publish, from the single canonical record.

Fix with Central
channel library

Plug-and-play for every supported channel.
Custom feeds for everything else.

Native templates for the big shopping engines and AI shopping surfaces — Google Merchant, ChatGPT Commerce, Bing, Perplexity. Anywhere else, build a custom feed in any format the destination accepts.

explore channels not sure which one to choose? filter by type and country.
+ New Channel
Country
All countries
Category
All channels4
Shopping engines2
AI commerce2
Status
Available2
Already active2
Google
Google Merchant Center
Shopping Engine · XML
67%

Google Merchant Center feed generation and optimization.

DE
activeCreate Feed
ChatGPT
ChatGPT Commerce
AI Commerce · JSONL
76%

ChatGPT Commerce feed generation and optimization.

DECH
activeCreate Feed
Bing
Bing Merchant Center
Shopping Engine · XML
59%

Bing Merchant Center feed generation and optimization.

DE
availableCreate Feed
Perplexity
Perplexity Merchant
AI Commerce · XML
95%

Perplexity Merchant feed generation and optimization.

DE
availableCreate Feed
the canvas

Pop the canvas. Every node is a verified contract.

For anything beyond the templates, the visual canvas. Drop input nodes, transform nodes, generate nodes, output nodes — connect them, run them, see what each step actually produces.

No black boxes. No hallucinated joins. The AI assembles the same nodes a person would — and every connection is just data flowing between contracts you can inspect.

5node groups
22+node types
0code required
‹ Central / haar-shop.ch → OpenAI Commerce openai commerce · Saved Run
Input
Products
Base Data
Categories
Reviews
Brand Guidelines
Transform
AI Channel Map
Field Map
Filter
Generate
AI Generate Field
AI Translate
Ad Copy
Product Description
Optimize
Channel Content
Output
CSV Feed
XML Feed
JSONL Feed
InputProducts×
all fields119
filterin stock
max10
TransformAI Channel Map×
targetChatGPT
rulesapplied
conf min0.85
ChannelChatGPT Commerce×
countryCH
currencyCHF
formatjsonl·gz
GenerateAI Generate Field×
targetchatgpt_field
outputtext · 600
langEN
templates & one-off content

One click for common work. Prompt the AI for anything else.

Quick-start pipelines for the work every brand does every week — ads, blog posts, social captions, USPs, comparison tables, email sequences, custom CSVs. Need something different? Describe it; Channel Studio assembles the nodes.

templates quick-start pipelines for common tasks
Sort: Popular
CategoryClear
All8
Content5
Generate1
Export1
Custom1
Output
Text / Copy5
Data / Fields1
File / CSV1
Social Captions
Instagram · Facebook · TikTok

Scroll-stopping hooks and captions from your product data.

contentsocial
Use Template
Google
Google Ads
Headlines · Descriptions · RSA

Responsive and Performance Max ad copy from specs.

contentads
Use Template
Blog Post
SEO · Long-form · AI research

SEO-optimized articles from product data + web research.

contentseo
Build with AI
Product USPs
Selling points · Verified

Extract key selling points grounded in verified specs.

generateproduct
Use Template
Email Sequence
Welcome · Nurture · Win-back

Product-aware email flows for lifecycle marketing.

contentemail
Build with AI
CSV Export
Custom columns · Bulk

Export product fields as CSV with custom column mapping.

exportcsv
Use Template
Comparison Table
vs competitor · Feature matrix

Feature-by-feature comparison from verified product data.

contentcompare
Build with AI
Custom Pipeline
Visual canvas editor

Build from scratch with the node-based pipeline builder.

custom
Open Canvas
proactive · recommendations

Channel Studio watches the catalog and the channel rules.

Required fields missing for Google Merchant? Perplexity Merchant 95% ready and not shipping? Bing rules just changed? Recommendations surface the work, score the impact, and tell you what it will cost — accept what matters, ignore the rest.

recommendations 3 tasks · est. 0 tokens total
Accept All High Impact
All 3 High 1 Medium 1 Low 1
ImpactTypeTaskChannelProductsEffortToken cost
channel Generate missing data for Google Merchant Center with AIEnrichment completed but 2 fields are still missing (title, description). Central can ship them. Google Merchant 10 ~automated 0 Accept
channel Create Perplexity Merchant feed nowYour data is 95% ready. 10 products will be included. Perplexity Merchant 10 ~one click 0 Accept
channel Generate missing data for Bing Merchant Center with AIEnrichment completed but 2 fields are still missing (title, description). Central can ship them. Bing Merchant 10 ~automated 0 Accept
proof artifact · KitchenAid Artisan 4.8 L

One verified record. Four channel-ready outputs.

Identical facts. Four different shapes — each tuned to its destination's character limits, attribute names, copy rules, and format. AI did the drafting; the verified record decided what ships.

canonical record · verified

KitchenAid Artisan 4.8 L

motor300 W DC0.99
mixing67-point planetary0.98
bodydie-cast zinc · USA0.99
warranty5 years (EU)0.95
GTIN08830495457761.00
colors40+ enamel finishes0.97
Central
adapts
GoogleGoogle Merchant · xml ready
<title>KitchenAid Artisan 5KSM175 Empire Red — 300 W, 67-Point Planetary, Die-Cast Zinc</title>
99/150 chGTINmapped6highlights
ChatGPTChatGPT Commerce · jsonl ready
{"name":"KitchenAid Artisan 4.8 L","key_specs":"300 W · 67-pt planetary · die-cast zinc","confidence":0.94}
6keys0.94conf.11sources
ShopifyStorefront PDP ready
A 300 W DC motor drives 67 touch points per rotation. Die-cast zinc body, made in the USA. Backed by a 5-year EU warranty. Available in 40+ enamel finishes.
76fields4FAQs3smart neg.
Custom feed · csv 1 review
5KSM175-RED,0883049545776,KitchenAid Artisan Stand Mixer 4.8 L,EUR,699.00,
anyschema4formats1review
FAQ

Four questions about Channel Studio.

Does Channel Studio create the same copy everywhere?

+

No. It adapts structure and language to each destination while staying grounded in the same verified facts. Title length, attribute names, format, tone — all tuned per channel.

Which channels are supported natively?

+

Google Merchant Center, ChatGPT Commerce, Bing Merchant Center, Perplexity Merchant — plus custom CSV, XML, JSON, or JSONL feeds for anything else.

What does the canvas do that templates can't?

+

Anything bespoke. Multi-step pipelines, conditional filters, custom AI generation per field, joining several data sources, branching outputs. The canvas exposes the same nodes the AI uses when it builds for you.

Can Channel Studio publish automatically?

+

Only where the workflow and readiness rules allow it. Public copy emphasizes review and readiness before publish or export.