We make the changes that get your products recommended in AI search

Turn AI search gaps into product visibility gains

Autonomy rewrites the product data, page copy, FAQs and schema AI engines read when they build a recommendation, then ships the changes in your store. Every change targets a specific question your products are missing, and is measured against the same prompts we track for you.

Catalogue
Search
Audit
GapsResolved
SKUAttributesStatus
Missing
Missing
Missing
Missing
Missing
Missing
SKUAttributesStatus
Shipped
Shipped
Shipped
Pending
Pending
Pending
Completeness

Dashboards do not
fix visibility gaps

Dashboards do not fix visibility gaps

A visibility dashboard measures whether AI recommends your products. It does not change the product data an engine reads when it builds the answer: attributes buried in marketing copy, specifications that live on the packaging and nowhere else, structured data that is broken or missing, questions your pages never answer. Autonomy rewrites those and ships them in your store.

What we change to get your products recommended

Product record
Size
Use
Material
Weight
Origin
Care

Product data an engine can read

Autonomy audits every product record against the attributes shoppers ask about in your category, then writes the missing values into structured fields. That means specifications, materials, use cases, compatibility and variants. Everything lands on the product page as structured data, so an engine reads the value directly.

Questions

Content for the questions you miss

Autonomy writes the content that answers the questions your products are missing. That covers product pages, FAQs, comparison pages and articles. The fast route is bulk generated copy, which lifts for a few weeks and then drags the whole domain down with it. We build a smaller set of pages that keep earning their place, written by people who know your category, grounded in your product data, and published in your store.

Source influence
1
2
3
4

Off-site sources that decide the answer

Autonomy produces a source brief per topic. It ranks the third party pages deciding the answer in your category by influence, and sets out the specific change needed to get your products into each one. We also optimise the content that reaches those sources, so your products are described the same way wherever an engine finds them.

How does AI search implementation work?

01

We agree the first changes

Every engagement starts from your monitoring data, so the first list is already ranked by what each question is worth. You sign off before anything ships.

02

We make the changes

Autonomy writes the product data, the page content and the schema, then ships it in your store. Your team keeps approval on everything that goes live.

03

We measure and keep going

The same prompts run again after each release, so you see what moved and what stayed flat. The next round is built from that.

Hands on is the default. If your team would rather own the work, we hand over the same specifications and review the results with you.

How does AI search implementation work?

01

We agree the first changes

Every engagement starts from your monitoring data, so the first list is already ranked by what each question is worth. You sign off before anything ships.

02

We make the changes

Autonomy writes the product data, the page content and the schema, then ships it in your store. Your team keeps approval on everything that goes live.

03

We measure and keep going

The same prompts run again after each release, so you see what moved and what stayed flat. The next round is built from that.

Hands on is the default. If your team would rather own the work, we hand over the same specifications and review the results with you.

How does AI search implementation work?

01

We agree the first changes

Every engagement starts from your monitoring data, so the first list is already ranked by what each question is worth. You sign off before anything ships.

02

We make the changes

Autonomy writes the product data, the page content and the schema, then ships it in your store. Your team keeps approval on everything that goes live.

03

We measure and keep going

The same prompts run again after each release, so you see what moved and what stayed flat. The next round is built from that.

Hands on is the default. If your team would rather own the work, we hand over the same specifications and review the results with you.

What happens after the first changes ship?

The same four steps run again, and each pass starts further ahead than the last. Monitoring shows what moved, diagnosis explains why, enrichment specifies the next set of changes, and we ship them. By the second round your taxonomy, prompt set and product records already exist, so every hour goes into closing gaps.

What happens after the first changes ship?

The same four steps run again, and each pass starts further ahead than the last. Monitoring shows what moved, diagnosis explains why, enrichment specifies the next set of changes, and we ship them. By the second round your taxonomy, prompt set and product records already exist, so every hour goes into closing gaps.

What happens after the first changes ship?

The same four steps run again, and each pass starts further ahead than the last. Monitoring shows what moved, diagnosis explains why, enrichment specifies the next set of changes, and we ship them. By the second round your taxonomy, prompt set and product records already exist, so every hour goes into closing gaps.

The results

Clear impact within a month.

22,000

Google AI answer impressions on product pages in one week, up from flat

+143%

visibility growth in ChatGPT for the topic we targeted, month over month

2 weeks

for one article written against a targeted topic to out-earn a four year old article on the same topic

Google Search Console. Google introduced AI answer impression reporting in June 2026 and continues to widen what it counts.

Customer line reserved until cleared for use.

Questions about implementation

What we change, who does the work, and how long it takes.

Product data, page content, and the structured data underneath both. Attribute values get written into structured fields so an engine reads them directly, product page copy and FAQs are rewritten to answer the questions shoppers actually ask, and new comparison pages and articles cover the questions nothing on your site answers today. We also produce a source brief showing which third party pages decide the answer in your category. Everything we write is published in your store.
We make them. Autonomy writes the specifications, produces the content, and ships it in your Shopify store using the permissions you set, with your team approving anything before it goes live. If you would rather keep the work in house, we hand over the same specifications and review the results with you. Either way you need someone who can approve published changes and answer questions about the catalogue.
The monitoring data ranks it before anyone opens a document. Every question your products are missing carries a value based on how often it comes up and how much of the answer competitors currently hold, so the highest value gaps sit at the top of the list. You approve that order before work starts. The same prompts run again after each release, so anything that stays flat feeds the next round.
People write it, with your product data underneath. Bulk generated pages tend to lift for a few weeks and then drag the whole domain down, and engines keep getting better at spotting them. We publish a smaller number of pages built to hold their position, each one written against a specific question your products are missing and grounded in the attributes and specifications from your own catalogue.
Product data changes tend to register first, and AI engines take weeks to reflect site work rather than days. Topic level movement shows well before a headline visibility score does, which is why reporting runs at topic and prompt level throughout. Expect the first read on whether a change worked at the next full prompt run after it ships.

Ready to see where you stand?

AI search visibility for retail brands

© 2026 Autonomy. All rights reserved.

Ready to see where you stand?

AI search visibility for retail brands

© 2026 Autonomy. All rights reserved.

Ready to see where you stand?

AI search visibility for retail brands

© 2026 Autonomy. All rights reserved.