Ahead in ecommerce

Get named before the buyer opens a tab.

A buyer asking an AI engine for the best product in your category gets one answer naming two to five brands. There is no page two and no position three. This is the work that decides whether your store is in that sentence.

  • Free, no account
  • 25 queries, not one
  • Results in ~90 seconds
ChatGPTIllustrative

What are the best sustainable outerwear brands for winter?

For sustainable winter outerwear, the brands most consistently recommended are Patagonia for durability and its repair programme, Arc'teryx for technical performance, and Fjällräven for longevity. Your brand — not mentioned Reviewers particularly highlight recycled down and PFC-free membranes as the differentiators worth paying for.

Sourcesoutdoorgearlab.comreddit.comtreehugger.comwirecutter.com

Type it to see where you sit in this answer.

What we measure

The five questions your buyers ask.

Every scan generates one prompt from each cluster, shaped by what you actually sell. These are the shapes they take in ecommerce.

  • Discoverybest merino base layers for winter hiking
  • ComparisonAllbirds vs Rothy's for everyday wear
  • Validationis Ridge Wallet worth the money
  • Shortlisttop sustainable clothing brands 2026
  • Attributeplus-size activewear made in the USA

What you actually get

Not a score. A list of what to do.

See the gap, not just the number.

The same twenty-five queries are scored for you and for three competitors detected from your own site. A citation rate on its own is abstract. The distance between you and the brand winning your category is not.

Competitor gap · 25 queriesIllustrative
  • Patagonia19/25
  • Arc'teryx14/25
  • Fjällräven9/25
  • You1/25

Know exactly where to show up.

Every domain the engine read to build its answer, ranked by how often it appeared. In ecommerce that set is small and stable, which makes it a target list rather than a research project.

Cited instead of youIllustrative
  • 01outdoorgearlab.com9×
  • 02reddit.com7×
  • 03treehugger.com5×
  • 04wirecutter.com4×

These are the pages the engine read to build its answer. Appearing on them is the work.

Six engines, one prompt set.

The free check runs one engine. The full report runs all six on identical prompts, so you can see which engines already recommend you and which have never heard of you — they disagree more than most people expect.

All six engines · full reportIllustrative
  • ChatGPT4/25
  • Claude11/25
  • Gemini2/25
  • Perplexity7/25
  • Copilot1/25
  • Grok3/25

What we change

Four things, in this order.

01

Product and Offer markup on every product page

Most stores have Organization markup on the homepage and nothing on the pages that sell. Product, Offer, and AggregateRating are what let an engine resolve a specific item at a specific price with real reviews behind it, rather than a page it cannot classify.

02

The comparison pages nobody has written about you

Your product pages describe one item to somebody who already chose you. Comparison and shortlist questions retrieve documents that compare things. We write the pages that put you next to the two competitors buyers actually name, including the trade-offs that favour them, because a page that only flatters you is not usable as a source.

03

The review and roundup domains already being cited

Your scan returns a ranked list of the domains the engine used instead of you. In ecommerce that is usually a predictable mix of review sites, category roundups, and forum threads. That list becomes the outreach target list, in priority order.

04

Attribute coverage for your actual differentiator

Made in the USA, mulesing-free, plus-size, under fifty dollars. Most stores state their strongest claim on their own site and nowhere else, so when a buyer asks for exactly that attribute the engine answers from third-party pages that never mention them.

Four phases, thirty days.

  1. 01BaselineTwenty prompts across six answer engines, five runs each, for you and three competitors. Every raw response is stored. You get a citation rate and a competitor gap that can be re-run and checked rather than taken on trust.
  2. 02DiagnosisWe map every citation back to its source and separate the three causes: entity signals the engine cannot resolve, comparison questions nothing on your site answers, and third-party domains where you are absent and your competitors are not.
  3. 03ExecutionStructured data and entity fixes shipped, the comparison and shortlist pages written, and outreach aimed at the specific domains the baseline showed being cited instead of you. Prioritised by what the data says will move first.
  4. 04Re-scanThe identical prompt set re-run at day thirty against the stored baseline. Before and after on the same queries, on the same engines, with the raw responses from both runs kept as evidence.

What you get.

  • Baseline report: 20 prompts × 6 engines, you and three competitors
  • Entity and structured data specification, ready to implement
  • Comparison and shortlist content plan, page by page
  • Ranked target list of the source domains cited instead of you
  • Day-30 re-scan on identical prompts, with the raw responses from both runs

Questions from ecommerce teams.

Yes, and the checker detects Shopify automatically along with your product categories and real price band. Shopify's default themes ship reasonable Product markup but usually miss Offer availability, review markup, and the entity signals that connect a store to the brand behind it.

Start with the number.

Run the free check, then tell us what you need — your result is attached automatically.

  • Free, no account
  • 25 queries, not one
  • Results in ~90 seconds

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