ChatGPT Shopping Feed Checker by LLM Pulse

Validate your product feed against OpenAI's ChatGPT Shopping specification before you submit. Catch missing fields, weak data, and trust gaps, then get a feed score out of 100 with the prioritised fixes that help your products surface in AI shopping answers.

Per-product validation

OpenAI spec compliance

Feed quality score

Actionable recommendations

100% free Results in seconds

Why check your ChatGPT Shopping feed?

ChatGPT Shopping processes 50M+ shopping queries daily. Merchants need properly formatted product feeds to appear in AI shopping recommendations. This tool validates your feed against the official OpenAI specification and scores your readiness.

Once your feed passes, see how your products actually show up in AI answers with ChatGPT Shopping tracking, and compare plans from EUR 49/month.

Check Your Feed

Paste CSV rows, JSON objects, or JSONL lines

The ChatGPT Shopping feed decides if your products appear in AI answers

ChatGPT Shopping ranks products semantically from merchant feeds, with no paid placements. Your feed against the official OpenAI product feed specification is the single input that decides whether your catalog can surface when shoppers ask ChatGPT what to buy.

This free checker validates required fields, data quality, trust signals, and commerce readiness, then scores your feed out of 100 with prioritised fixes, so you pass the spec before you submit to OpenAI.

How the ChatGPT Shopping Feed Checker works

1

Submit your feed

Paste feed rows, upload a CSV, TSV, JSON, or JSONL file, or point us at a product page URL.

2

We validate every product

Each entry is checked against the official OpenAI product feed specification, field by field.

3

Get your feed score

You receive a score out of 100 with per-product errors, warnings, and prioritised fixes.

What the feed checker covers

A field by field readiness check that mirrors how OpenAI evaluates merchant feeds.

Required fields

Whether every product carries the mandatory attributes like id, title, description, link, image, price, and availability.

Data quality

Formatting problems, inconsistent values, and weak titles or descriptions that hurt semantic ranking.

Trust signals

Reviews, brand data, and the enrichment fields that help ChatGPT recommend your products with confidence.

Commerce readiness

Inventory, pricing, and search enablement fields that decide whether a product can actually surface and sell.

How it works

How the ChatGPT Shopping Feed Checker works

Three steps from your raw feed to a validated, scored, and ranked list of fixes.

1

Submit your feed

Paste feed rows, upload a CSV, TSV, JSON, or JSONL file, or point us at a product page URL on paid plans.

2

We validate every product

Each entry is checked against the official OpenAI product feed specification, field by field, including required fields, data quality, and trust signals.

3

Get your feed score

You receive a score out of 100 with per-product errors, warnings, and prioritised fixes so you pass the spec before you submit to OpenAI.

Frequently Asked Questions

What is a ChatGPT Shopping feed?
The ChatGPT Shopping feed is a product data specification by OpenAI that enables merchants to list their products in ChatGPT's shopping experience. Unlike Google Shopping, it uses semantic AI ranking (no paid placements), supports 15-minute refresh cycles, and has unique fields like enable_search, popularity_score, and multi-format descriptions.
What does this checker analyze?
We validate your feed against the official OpenAI product feed specification, checking required fields, data quality, trust signals, media enrichment, and commerce readiness. You get a score out of 100 with actionable recommendations.
Will this submit my feed to ChatGPT?
No: this is a validation tool. You still need to submit your feed to OpenAI via their merchant onboarding process. We help you ensure your feed meets the spec before you push it.

ChatGPT Shopping feed questions

Everything you need to know about validating and optimising your product feed for ChatGPT Shopping.

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Get your products into AI shopping answers

The best AI search and GEO platform helps you track how your products appear across ChatGPT, Perplexity, Gemini, and Google AI surfaces, then fix what holds your feed back.

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