Airbag Studio
Catalog and AI visibility for e-commerce

Find out if AI recommends
your products

More and more shoppers ask ChatGPT, Gemini and Perplexity what to buy. ReadymadeForAI measures when your store shows up in the answers, finds the catalog issues that keep it out, helps you fix them and checks whether the fix worked.

Shopify and WooCommerce Models from OpenAI, Google, Anthropic and Perplexity No change without your approval

How it works

One complete loop: measure, diagnose, fix, verify

We don't stop at monitoring. Every issue we find becomes a concrete fix, and every fix gets measured again.

Sample measurementIllustrative example, not customer data.

Question

«What's the best waterproof hiking backpack under $150?»

  • OpenAIMentions you
  • GoogleMentions 2 competitors
  • AnthropicMentions you
  • PerplexityMentions 2 competitors

Present in 2 answers out of 4: the diagnosis starts from the two where you are missing.

What we find

The issues that keep a catalog out of AI answers

Examples of the problems ReadymadeForAI detects and helps you solve, product by product.

Missing from category searches

Your brand gets mentioned, but when a shopper asks for "the best hiking backpack", only competitors show up.

Missing attributes

Material, size, compatibility or recommended age left empty: AI can't match the product to the question.

Unclear titles

Internal codes, generic words or the store name instead of the manufacturer: the title doesn't say what the product is.

Missing or wrong GTINs

Without a correct code the product is hard to recognize and compare, and Google Merchant Center may limit it.

Products limited in Merchant Center

Google Merchant Center warnings and disapprovals, read product by product, with the cause and the fix.

Unindexed pages

Product pages Google has not indexed or with incomplete structured data, detected through Search Console.

On-site searches with no results

Shoppers search your site for products you carry, using different words: we find those searches and suggest synonyms.

Fixes that don't work

A change that doesn't improve visibility is flagged as ineffective, not counted as a success.

Beyond copywriting

What a generic LLM doesn't see

Asking an assistant to rewrite a product page is easy. The hard part is knowing what not to touch, what not to invent and where to fix so the change counts.

  • Invented GTINs

    A generic LLM

    Ask it and it finds or writes a plausible GTIN. But a wrong code links the product to another item: worse than a missing one.

    ReadymadeForAI

    Doesn't invent codes and doesn't publish codes that fail validation.

  • The wrong brand

    A generic LLM

    The catalog's brand field often holds the store or distributor name, and it copies that into the title.

    ReadymadeForAI

    Recognizes whether that name is the retailer or the manufacturer, and uses the right one.

  • Lost model codes and sizes

    A generic LLM

    To make the title read better it drops model codes, sizes and compatibility: the very words shoppers type when they know what they want.

    ReadymadeForAI

    Keeps the data that identifies the product while improving the rest of the text.

  • Attributes that don't apply

    A generic LLM

    It fills every field you ask for, even the material of a shampoo or the power source of a product that uses none.

    ReadymadeForAI

    Fills an attribute only when it makes sense for that product type.

  • Duplicate titles

    A generic LLM

    It sees two identical titles and rewrites them differently, hiding the problem.

    ReadymadeForAI

    Tells the same item listed twice apart from variants with the wrong title, and proposes the right fix for each case.

  • The channel that actually counts

    A generic LLM

    It fixes the page you give it, without knowing which source Google Merchant Center and other channels read.

    ReadymadeForAI

    Knows which source feeds each channel and points to where the fix must happen to actually reach it.

Why ReadymadeForAI

Measured numbers, verified fixes

Monitoring tools tell you where you stand. We tell you why, and help you change it.

Real measurement, not estimates
Real questions, asked to models from OpenAI, Google, Anthropic and Perplexity with web search. Results split by brand, category and location.
From diagnosis to action
Every issue comes with a proposed fix, a preview and an estimated cost. Nothing changes in your store without your approval.
Honest results
We measure again after every fix and separate what worked from what had no effect.
The data you already have
Google Analytics, Search Console and Merchant Center in one view, with the traffic and orders that come from AI assistants.
Shopify and WooCommerce
Connect your store and the catalog stays in sync. In several languages, if you sell in several markets.
Ready for AI agents
Product feeds, structured data and an MCP server expose your catalog to the assistants and agents that query it.

What you see

Numbers that explain what is happening

Three ReadymadeForAI views, with sample data: where you show up, what worked, what reaches your store.

Visibility by question type

Illustrative example

How many AI answers mention the store, split by type of search.

  • Brand questions72%
  • Location questions44%
  • Category questions18%
The brand is known, the categories aren't: that's where catalog work is needed.

Verified fixes

Illustrative example

Visibility on the related questions, week by week.

0%10%20%30%40%W1W2W3W4W5W6W7W8Fix
  • Titles and attributes fixed: visibility growing
  • Descriptions rewritten: no effect, flagged
Every fix gets measured again: one that doesn't work isn't counted as a success.

From answer to order

Illustrative example

Traffic and orders from AI assistants over 30 days.

  • Visits from AI assistants1,240
  • Product pages viewed610
  • Attributed orders18

Orders by assistant

  • ChatGPT 11
  • Perplexity 4
  • Gemini 3
Visibility connects to real visits and orders, split by assistant.

For e-commerce agencies

One method for every store you manage

If you run e-commerce for your clients, ReadymadeForAI gives you an objective measurement to show them and a product-by-product work plan.

Let's talk
  • Each store has its own measurement, issues and fixes.
  • Catalog, visibility and performance reports to share with your client.
  • Fixes stay under your control: nothing goes live without approval.

Coming soon: multi-client access, to manage every store from a single account.

Coming soon

What we're building

Work in progress, not available yet.

Towards agentic commerce

Coming soon

Dredd, the agent that works on your catalog

Dredd checks your catalog and visibility every day: it finds the issues, prepares the fix and, within the limits you set, applies it and measures again. Monitoring tools show you a problem; Dredd takes it on.

Together with the AI agent purchase protocols, your store is ready on two fronts: the agents that search for and buy products, and an agent that keeps the catalog in shape.

You decide how much autonomy it gets

  1. Off

    No action.

  2. Observe

    Flags issues without touching anything.

  3. Propose

    Prepares fixes and waits for your approval.

  4. Safe auto

    Applies only low-risk fixes on its own, and verifies them.

  • Coming soon

    Multi-client access

    For agencies: all your clients' stores from one account, each with its own separate data.

  • Coming soon

    ChatGPT Ads

    Ads in ChatGPT connected to your optimized catalog. Paid and organic traffic stay separate, because ads don't change AI answers.

  • Coming soon

    WhatsApp commerce

    Shoppers ask on WhatsApp and get the right products from your catalog.

  • Coming soon

    Agentic Commerce Protocol

    Integration with the open standard by OpenAI and Stripe for purchases started by AI agents.

  • Coming soon

    Commerce agents on Claude

    A catalog ready for shopping agents built on Claude, which hand the cart over to your store checkout.

How visible is your catalog in AI answers?

Tell us about your store, or the ones you manage: we'll show you how ReadymadeForAI works on a case like yours.

Contact us

Access by invitation.